{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cate import ops\n",
    "import xarray as xr\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = xr.Dataset({\n",
    "            'first': (['time', 'lat', 'lon'], np.random.random((2,10,20))),\n",
    "            'second': (['time', 'lat', 'lon'], np.random.random((2,10,20))),\n",
    "            'lat': np.linspace(-81, 81, 10),\n",
    "            'lon': np.linspace(-171, 171, 20),\n",
    "            'time': np.array([1, 2])})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\plot\\utils.py:51: FutureWarning: 'pandas.tseries.converter.register' has been moved and renamed to 'pandas.plotting.register_matplotlib_converters'. \n",
      "  converter.register()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x168695d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.patches as patches\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ax = ops.plot_map(ds=ds, var='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1a849590>,\n",
       "  <matplotlib.axis.YTick at 0x1a8492b0>,\n",
       "  <matplotlib.axis.YTick at 0x1a971490>,\n",
       "  <matplotlib.axis.YTick at 0x1a8b9970>,\n",
       "  <matplotlib.axis.YTick at 0x1a8b3a30>,\n",
       "  <matplotlib.axis.YTick at 0x1a8a4b70>,\n",
       "  <matplotlib.axis.YTick at 0x1a978310>,\n",
       "  <matplotlib.axis.YTick at 0x1a978630>,\n",
       "  <matplotlib.axis.YTick at 0x1a9789f0>,\n",
       "  <matplotlib.axis.YTick at 0x1a8a4190>],\n",
       " <a list of 10 Text yticklabel objects>)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1add50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = [(-30, 30), (30, 30), (30, -30), (-30, -30)]\n",
    "ds1 = ops.subset_spatial(ds=ds, region=reg)\n",
    "ax = ops.plot_map(ds1, var='first')\n",
    "ax.add_patch(patches.Polygon(reg, fill=False))\n",
    "plt.xticks(ds.lon.values)\n",
    "plt.yticks(ds.lat.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1a987c50>,\n",
       "  <matplotlib.axis.YTick at 0x1a971a10>,\n",
       "  <matplotlib.axis.YTick at 0x1aea1550>,\n",
       "  <matplotlib.axis.YTick at 0x1ae9a790>,\n",
       "  <matplotlib.axis.YTick at 0x1ae923f0>,\n",
       "  <matplotlib.axis.YTick at 0x1ae881d0>,\n",
       "  <matplotlib.axis.YTick at 0x1aea8690>,\n",
       "  <matplotlib.axis.YTick at 0x1aea8850>,\n",
       "  <matplotlib.axis.YTick at 0x1aea8c10>,\n",
       "  <matplotlib.axis.YTick at 0x1ae883f0>],\n",
       " <a list of 10 Text yticklabel objects>)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a849bf0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reg = [(-42, 42), (42, 42), (42, -42), (-42, -42)]\n",
    "ds2 = ops.subset_spatial(ds=ds, region=reg)\n",
    "ax = ops.plot_map(ds2, var='first')\n",
    "ax.add_patch(patches.Polygon(reg, fill=False))\n",
    "plt.xticks(ds.lon.values)\n",
    "plt.yticks(ds.lat.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\core\\dtypes.py:23: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if np.issubdtype(dtype, float):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1af76470>,\n",
       "  <matplotlib.axis.YTick at 0x1a9a1f70>,\n",
       "  <matplotlib.axis.YTick at 0x1af76a10>,\n",
       "  <matplotlib.axis.YTick at 0x1af01d90>,\n",
       "  <matplotlib.axis.YTick at 0x1af01850>,\n",
       "  <matplotlib.axis.YTick at 0x1aefb950>,\n",
       "  <matplotlib.axis.YTick at 0x1aeef7f0>,\n",
       "  <matplotlib.axis.YTick at 0x1af10190>,\n",
       "  <matplotlib.axis.YTick at 0x1af105b0>,\n",
       "  <matplotlib.axis.YTick at 0x1aefb8f0>],\n",
       " <a list of 10 Text yticklabel objects>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1aea8af0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poly = ((-18.37890625,17.034305851402284),(22.40234375,34.79449777888723),(39.453125,3.0512170864479766),(25.0390625,-24.628443675479943),(-4.66796875,-15.730295059062692),(-18.37890625,17.034305851402284))\n",
    "ds3 = ops.subset_spatial(ds=ds, region=poly)\n",
    "ax = ops.plot_map(ds3, var='first')\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(ds.lon.values)\n",
    "plt.yticks(ds.lat.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1a0704b0>,\n",
       "  <matplotlib.axis.YTick at 0x8c97f50>,\n",
       "  <matplotlib.axis.YTick at 0x1a070230>,\n",
       "  <matplotlib.axis.YTick at 0x1af2f710>],\n",
       " <a list of 4 Text yticklabel objects>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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n60/ydffj5fNbo25lbiaBSX1UwndJAgvtoyH9QqiE7yDVhw5TuWsP0Q8/cPo5rY8PYTOuP2dfabFQd+Ik5uISNN5GDAnxLtmbo+BQKbXlZvzCvZ0dSpM6XzOHuvJiaopyKc85SO4v35K3439otPW9nXQ+fvh1bLlvuS1KD+2ktrSQztfMQefjT+GeTWgN3kRdMuGMZA/gZQqirqLELtdV7EsC1vZf5W6WSvgOYK2rI3/RZ4RMnYTWt+U+3kKrRR8d5XJ39I2lf5PF2n9sZcRDvREa1/swgvr6r94vCL1fEH4duxDedxQane50Ld2eIodczZFVCzi8/F00Oj3B3QaQ9Lt7MASe26fbUlWO1Wq2ewyKfag7fOWCSauVoq9X4hUejk+vns4Oxy7MNRaWP7yJ6QtGEtkjxNnh2Eyrb7vGbUNAKF2uvx9zdQVaLyOimd5SFSeOULR/K8nX39dmsSgXrn6krUr4SitJKanef4DCL79G6PWEz7rJJcsyF0Jn0BLRPZgDa7Mpz60icWS027y3i6Uz+jb7mrRYyPz2Y6Ivn4qXr337qyv2Y3VcpyCHUwnfzqTVSuXO3ZSsS8NSXkHw1ePx6dXT7RLi5ff2Ys/yI3z/4q8gIGmkYxZ/ac9KDu3Ey8efwM7u8U3PHak7fMVmNcdyyJ3/AVqTLwEjh+PTIxXhpj0xovuEEt0nlMM/HmfVXzZTeLiMpFHRBMX5ud2Hmz1IKcnd/h0d+o1ydijKeUgEFjdeF0olfDupPZnLyTfeIfiaq/Ht237mSLlYCUMjmTzvUnYuPcRnt3+Pzqgl4dJI/CN9KM4uJ6STPx26BRHeLQid3r6NpbVlRVTmZlFTlIuXrz+GwDAMQeHnLas4S3HGdqS5Dv/47s4ORWmBvUs6QohxwDxAC7wjpfznWa93BBYAgQ37PCylXGHXIBqohG8HlopKTvznLYKuHo+pXx9nh+NwEd2DiegejHxUkpdezKEfjlOSU0FQRz/y9pew68sjlGSX0+myKLpcEUvc4A4XlfwtNVXkbPiKkkM78ekQhzEonOqiE+Tv+pGa4jw0Wh0dx87ELyap5ZM5SNG+zXQYMNZtv/G5C3uXdIQQWuA1YAyQDWwWQiyTUu5ptNtjwGIp5etCiBRgBRBvtyAaUQnfDqrS96OPjsRv4ABnh+JUQgjCuwYR3vXcefLL86o4sDabze/tY9VjPzNkTip9prU+IVfl53B4+Tv4x3Wj243/h9Zw5hgAKSVlWelkrvmQkNQhmGKSMEV1uuD3ZA9Wi5mK44fpOOZGp8ah2EJgkXb9UB4IZEgpDwEIIRYBk4DGCV8C/g0/BwA59gygMZXw7aBy1x68u5w746TyG1OYN32mJdFnWhIFh0tZdPM6kkfH4Btq+6AtabGQufYTOgwYS0hK03PtCCHw79iVmMt/R2VuFlnffozVakZvCsLLL4jQHkMxRXW219uyScnBX/EOjUZnVPPsu7r6qRXsmvCjgaxGj7OBQWft8yTwjRDiT4AvMNqeATSmEv5FMpeUUrVnLyFTr3F2KO1GSII/qVfHs+mdvYx6uK/Nx1UV5GCpqSS429l/L+cK6NSDgE49iBg4jrqKEurKi6kqyOHoqg8I6NQdKa1IqwRpxRjcAVNsF7xDo847r05taSEVJ49irizDXF2B3hSIMSQSnw4dmz1OSknmmo9JuKr168MqjieloFa2qtwYKoTY0ujxW1LKtxo9bqo+dPZY3unA+1LKF4QQlwALhRDdpZR2n9ZHJfyLVLZ+A779+tg0glb5zcBburLgd6s5vqOAyB4hRPUOJf6SDued+dM7JAprbTXmyjK8fP2b3a8xodGcHm3rG5mAISCMmpK8+gQtBCCoyj9G5jcLsdRU4dexK/7xKfh17IpWXz9XvbWuloI9mzi5ZQ2m6ES8fPzQGn2pOHGU3K3r8E9IRaPV4R0Wi19s8ukyk9ViJnfrWnTeJnyjHfutQrlw1tbV8PNbmC0zG2i8WEQM55ZsbgXGAUgpNwohjEAokNuaQGyhEv5Fqj15Et+ePZwdRrvjE2zkthVXkbu3mOM7C0hfncm3f/+FsKQAOl0WSXVBPMaQiDMP0mgwBHWgPOcgQUkX1jjuF5uMX2zT5bfa0kJKj+6lcO/PZK37FN/IBPT+IRRnbMenQ0cSJ8/FGNzhnGP2ffQPTLFdqMrPIWvdInTeJnRGX+oqSzEGR5D0u7vRejlnCmuldeobbe1a0tkMJAkhEoBjwDRgxln7ZAKjgPeFEN0AI5BnzyBOUQn/IhliYqg9dgz6216aUOp5GXWn+/P3v6kL5hoLWVtyOfS/4xxa/hZ6v2DC+47EL64b0lLHsR+WgrTiF9ulTeLR+wcT2mMooT2GYqmtofToHmpL8km69h4M/k1PIaH3DyZxylyMIVFodF5Y62qpqyjGXF2JRqfHO9R150NSmmLfRlsppVkIMRdYTX2Xy/lSyt1CiKeBLVLKZcD9wNtCiHup/8y5ua1WdFIJ/yLpY2Mo+Xads8NwCzqDloShkSQMjcQaPIDijF85vmk5xzd+jaW2Gp8OHek08Y+nSy1tSas32PwtwqdD3OmfNV56DIHhtOf7+S+++IL169fz4IMPEhERQWZmJrGxsR4xtqQNGm1p6FO/4qzn/tLo5z3AULtetBkq4V8kfVQkNdnHkFJ6xB+EowiNlqDkvgQm9aE8+wAaLwO+EXEtH+gkltpqrHU17XaOnN27d/Pss8/i4+PDkiVLuOaaa0hJSSEkJITDhw/zn//8h9mzZzs7TIewuPFcOmoUyEWQZjMFi/+Ld9dklezbiBACv9hkl072AJnffsye95+iuW/ilpoq2qDThd0YDAY++ugjwsPDWbNmDW+88QY7d+7ks88+Y+PGjTz55JOUl5c7O8w2d2pqBVu39qb9RewipNlM7nsLQQjCZ57dBqN4msDOvQAoPbz7nNcstdXseudRCndvcnRYNktMTCQ0NJQZM2bQo0d9J4To6Gh69+7NgAEDGDlyJM8995yTo3QMq9TYvLU37S9iF1B1IIOcea/VJ/ubb0Sohag9XkDDDJhZ6z455y4/95dvATC6eANuREQER44cafK1v//977z66qvk5LTZIFCXcKqXjrrDV5BSUrh8JXkfLSJg+GWE33KTSvYKABqdF6E9h2GpqaL0yJl3+cUZvwLgEx7b1KEu409/+hMvv/xyk6/FxcUxe/Zs7rnnnmbLVu5AIrBI27f2RiV8G0mzmbyFH1OdfoDo++/G1K+PmghLOUNYnxEAHFn5Puaq+np3TWkBtaUFGEMi22RpRXuaMWMGmzdvZt++fU2+/pe//IU9e/bw4YcfOjgyx7KisXlrb5wWsRAiVgjxnRBirxBitxDi7obnPxVCbG/YjgghtjsrxvJftnH81TfI+us/OfrQY2CxEDH3DrR+fi0frHgcvSmQyCETQVo5+OXrmKvKydta32XXXFnG4RXzsdRUOTnK5nl7e3PHHXfw4osvNvv6Rx99xH333cfBgwcdHJ1jSAkWqbF5a2+cWY8wA/dLKbcKIfyAX4QQa6SU15/aQQjxAlDi6MCklBR8voSq9P0ET7oar/AwdEGBaPR6R4eitDNhPYdRlL4ZabVw4LN/YzXX0WXGw5grSynct5mstM+IGzvTZXt13XnnnXTp0oXJkyczbty4c+Ls1asXTz/9NH369KFfv35MmDCB6dOnExXl2u0TthOtnVqhXXHaR5SU8riUcmvDz2XAXupnlgNA1P+mXQd84ujYyn/aTM2Ro0Tffze+PVLRdwhXyV6xidBqiRoyERB0GDSOxKl3YQwKxxSdSMzlU6kpOknh7o3ODrNZ4eHhLFiwgAcffJBp06Y1uc8dd9zBiRMnuP/++9m3bx99+vRh5cqVDo60bUjc+w7fJSIWQsQDfYCfGj09DDgppTzgyFgs5RUUfrWC0GnXovG2fepeRTnFFJuMxkuPRqfHEPDblAwanZ64K37P8Z9WUpmX7cQIz2/ixIls2bKFDRs28NJLL2E2m8/Zx8fHhwkTJvD222/z+eefc/vtt/Poo482uS/Azp07eeqppxg7dixJSUncf//95Ofnt/VbuSCql04bEkKYgP8C90gpSxu9NJ3z3N0LIWYLIbacNTXpRZFWK4VLl2Hq1wdDrFqUW7kwQgg69B9D7pY15/RoMQaFEz1sMkdXf0BpaWkzZ3A+g8HA2rVr+eqrrxg0aBDZ2c1/QA0bNoytW7fy008/0b17d+6//35WrVpFZWUlP/30ExMnTmTs2LFUVFTwpz/9icWLF3Po0CGX7NcvEVil7Vt749SEL4Twoj7ZfySl/KLR8zpgCvBpc8dKKd+SUvZvYWpSm1UdyCDnhXnU5eUTdOUV9jil4sH841OQ0krZ0b3nvBaU3BdTVGcef/xxJ0Rmu+TkZNauXUtSUhLLli07777h4eF88803LFiwgKCgIJ555hnCwsK4/vrrGTduHIcOHeLZZ59Fq9Vy+PBhnnrqKRYtWoTV6nqjj935Dt9pjbYNNfp3gb1SyrO7BYwG9kkpHfK9t+ZoJrnvLyTkd5Px7d3LZRvUlPZDCA0d+o3hxM+r8OvY5ZwumRGDr+TDD+dx3333ERfnutNGCCEICgqiqqoKKSWvvPIKe/fu5YUXXsDH58w1IDQaDYMGDWLQoEE89thjVFRUoNfr8fLyAmD9+vVcddVVxMXFcfjwYUwmExs3bmToUIfMG2YTCe1yBK2tnPnOhgIzgZGNumFe2fDaNBzUWCutVgr+u5TgiRMw9emtkr1iNwGJPdEavMnd9t05r3n5+HHnnXdyyy23UFRU5ITobJeVlUVkZCSrVq3itddeIz8/nzlz5rR4nK+v7+lk//333zNlyhS6du3K1KlTEUIwffp0HnnkEV588UU+//xzfv75ZyoqKtr67bRAYGnF1t447Q5fSrmeppf/Qkp5s6PiMBcUYi4uwTSgn6MuqXgIITTEjpzG/sUvEpjYG0NA6BmvP/7448ydO5dZs2axdOlSJ0XZsttuu4177rkHgGeffZb4+Hjmzp1r8/ErV67k97//PYsWLeKZZ55h9Oj6JVvvuusufH19OXr0KD/++CNHjhxh3759dO7cmYEDB9K3r+PXmHD3O3yPnxfAWlWF1tdHjZpV2oTeL4iwXpeT8+My4sfPOuMbpJeXF/PmzSM5OZnNmzczYMAAJ0bavGuuuYYdO3bwxBNPEB0dTXV1tc3Hvv766zz99NMsXbqUIUOGsGzZMvbs2cP48ePx9/fn3nvvPWP/mpoadu7cyU8//cT27c4Zc9ke79xt5fFZrmLbrxgT1XqjStsJ630ZtSX5FOzecM5rRqORlJQUMjIynBCZ7e6++24Adu3axeeff86ECRPOu7+Ukocffph58+axfv16hgwZAsDAgQNZunRps421BoOB/v37c+edd/LWW281uU9bklKo2TLdkZSS0vUbKNv0E/7DL3N2OIob0+j0xF95Cyd/Xk15zrlTEtxwww289NJLLtlj5ZSAgAA2btzIpEmT+PXXX4mNjW12EjUpJffddx/ffvstGzZsoHPn326orr/+eurq6pySzG3lzgOvPLakU7xiNZV79hLxx9vxCgl2djiKmzMEhNJxzA0cXf0BSVPvRu//2+/cDTfcwIIFC0hJSeGOO+5g7ty5aLWuN9Ha4MGDgfq7/alTp7J161YqKyvJyMhAr9djMBjw9fWlpKSEwsJCvv32WwIDA884h1arZf78+Vx2Wf1N1uzZs9G4UDm1folD9y3peGTCL9v4E+VbtxF175/QmkzODkfxEH6xXfAOiyV361pihl97+nmNRsOaNWvYuHEjjzzyCGvXruXjjz/G5KK/m1OmTGHhwoV8//33DBgwgBtvvBGz2UxVVRWVlZVUV1czefJkAgKaXu4xJSWF77//nltvvZWXX36ZgQMH0rt3b8aNG0fXrl0d/G7OZt9FzF2NxyV8S0UlhcuWE3nPXJXsFYerLsghasjV5zwvhGDIkCGsWbOGGTNm8OSTT/L88887IULb3Hjjjdx4440XfHxqaio//vgjW7ZsYefOnWzevJnnn3+ehIQEVq9efU4ff0ep76Xjvnf47vtR1ozS//2AT4/u6DuEOzsUxQNpvPQJ7W/hAAAgAElEQVRYLXXNvq7X65k3bx7z5893+9WltFotgwYN4rbbbuPNN98kKyuLuLg4/vjHPzp1kRV3Hmnb/iK+SFV792Hq38fZYSgeKqhLf46seI+KE0eb3Sc6OppZs2bxzDPPODAy5xNC8Oabb/Lrr7/yyiuvOCUGicAstTZvthBCjBNCpAshMoQQDzfx+kuNBp/uF0IU2/2NNfCohC8tFqzVNfWrHCiKE3ToN5roYZM5suJdXnvttWbvZB9++GEWLlxIcXGb/e27JF9fX5YuXcpzzz3H8OHDHX79+gVQ7LfEoRBCC7wGjAdSgOlCiJQzrynvlVL2llL2Bl4Bvjj3TPbhMTV8KSXFq9egDQjAmJzk7HAUDxbQqTvGkAjefvtttmzZwrvvvntOT5WwsDCklB451UdCQgLbtm0jPj7eKde3cw1/IJAhpTwEIIRYBEwC9jSz/3TgCXsG0JjH3OHnf/o5lbv3Ejb9Oo/8I1JciyEglI0bN7Jnzx4+/vjjc16XUlJZWYm3h67J8NRTT3HDDTc4/Lr10yO3auBV6Klp2hu22WedMhrIavQ4m0YLPTUmhIgDEoB1bfHewIMSfuXO3XS4/RZ0wUHODkVRgPo1Yu+66y4WL158zmtCCBISEtx27djz2b59O4sXL+Yf//iHU67fysnT8k9N096wnT2irKm7y+ZqytOAz6WUFnu+n8Y8IuFLiwVrZSVaf7X4uOJaJkyYQFpaWpOLofTs2ZO0tDTHB+VEq1at4oorruCll14iONjxAyJPdcu04wIo2UBso8cxQHPdr9p8lmDPSPi1tQitlpqjmc4ORVHOUFlZicFgID09/ZzXHnvsMZ544gkyMz3j9zY3N5cbbriBzz//nBkzZjgpCrvPpbMZSBJCJAgh9NQn9XNWkxFCdAGCgDZd8NgjEr7G25vwWTdx8p33qNi5y9nhKMppW7dupVu3bk3OlNmnTx/uvfdebr75ZpeeZ+diFRYWsmTJEh544AFmzpzJsGHDnBqPFWHz1hIppRmYC6wG9gKLpZS7hRBPCyEmNtp1OrBItvEABI/ppeOT2o0Ot9xM7gcf4t2lCxq9l7NDUhQSExM5fvx4s68/+OCDrFixglGjRnHfffdx9dXnjtJtz6xWK1dddRVarRaTycSLL569+J1jneqWad9zyhXAirOe+8tZj5+060Wb4TEJH8DYOQGtyUTNkSN4q66ZiguIj48nMzOTurq606tDNabValmzZg3Lli3jzjvv5Pjx48yefXZHkPZry5YtFBUVsXfvXpfpPdcepz22lUclfABzYRFeER2cHYaiAPXzvycmJrJ9+/ZmF0AxGo1cd9119O3bl5EjRwK4TdLfuHEjl19+ucsk+/puma4RS1tw34+yZmh8vLFWVDo7DEU5bcKECSxbdk473jkSExNZt24df/7znykpKXFAZG2vc+fOHDlyxNlhnMGeNXxX43EJ36dHd2pzmq+ZKoqjTZw4kS+//NKmfRMTExkxYgRLlixp46jaVn5+Pg899BDz5s3j2LFjzg7ntDbolulSPC7ha/Re1OXmOjsMRTlt8ODBnDx5kh9++MGm/adPn878+fOdOqPkxfjss89ISUmhsrKSG264gUWLFjk7pDOoJQ7diDYwEHORe3wdVtyDVqvlrbfe4tprr+XBBx9scZHwKVOmUFJSwieftOkYnTbz2GOP8cknn/DKK69w88030717d2eH9JtW3N23xzt8j2u01fr6Yq2ocHYYisK1G+747UEYDHx3HB8//1/e7PYOw9+4Br2fodljQ//UmVvvup1FQWswBBgdEG3rfDbk9TMeb926lQMHDpCfn09+fj6XX365kyI7P7XEYTsWsf7c544fKEFU+Tf5WnvzXzHQ2SG0GZPr5TC76jpl/znPGYK8Gfy3MWz+23ccWLyD1Fub7rUDEJzSgfgJXfnuD0sY8PhIQlJdt+fZ448/zvz58xk6dCgAK1asQKdz3dTTHu/cbeW6/+ptpKaiAKNviLPDUJQmCSFImdWPdbOXkHRtT/T+zd/ld589kMDEEH64dzkTls5E5+N6gwmllHzwwQesWbOGlJSUlg9wMrXEoRuR0kpJbgY+AZHODkVRmmWKCSDq0jgOLN7R4r4xIzvjFxdIdtohB0TWMmmVZH2bwYQJE5gzZw4jR44kMDCQuLg4Z4dmM1XDdxP5mdvR6gwEdEh2diiKcl5db+rLutlL6HZzPzS689+X9fvzZfxw79cEp4bjH+f46b9rS2vIXneQwr25FOw8gZevnj/934sUFBQwYMAAZs6c6dIlnMbcfeBV+/i/YCfmmnJ8AqNcZlSfojTHFBOATwcTBbtOENY76rz7BiaHEjsmkWNph/H/vWMT/o7XNnLoy71EDIohvH8M8Vd1IaRHBDcMdfziJfaiGm3dhM7gS22e5y0oobRPkUPjyFl/tMWEDxDUJYyTP2c7IKrflGeXcGRFOuM/m+GSPYUuiFQ1fLcgpeTkoZ8Iie3l7FAUxSYdxyaRuTKdrG8zWty3/FipwxttT/yUReSQOPdJ9rj/SFuPucPPz9qGubaCkBiV8JX2wa9jIJe9fDXrH1hB6eEius3qi0anbXLfqrwKvMN82zwmKSV5W3M4+N9d5G7Nod9Drtmf/mK0x0RuK49I+DWVRRzZ/iXdht2ORtP0H4yiuKKAziGMfHsKW/6Rxnd/WMqAv4xssmH2yNf7iBnVuU1isNSYyd2aw4kNRzm+MROtQUfi1FT6PzoCL199m1zTWVSjbTuXvXctOelpxKaMwRQU4+xwFKXVvEN9ufT5Kzm0dA9pd3xJt1n9SJzaHaH5LTEN+ec4dry6ASml3Tol5P5yjAOf7iBvWw6BSaFEDOnI0H+Nw79TsFt3fJAq4bdfBp8ghNCgM5icHYqiXDAhBJ0npxLeP5rNT68jb2sOg58ejcar/htr5KVxbP/3esqOFOGfcHGLf0spSf9wOxmf7aTHnMEMeGzkeQeAuRvVS6cdC4vri09gJHvSXicwIhkvlfiVdswvNpDhr09i46Nr+OmJbxn09Gg0Oi1CCML7x3Dy5+wLSvhlR4spP1aC0Go4/OUeKvMqGPnOFHzCPevvRUqwWN23L4v7vrNGfAMiCe3Yh2N71zo7FEW5aBqdlsF/HYOlxsyWv6chrfXTJMdf2YUDi3ecfmwLaZUc+Gwn381ZyoFPd7D/4+34xQUy/LVJHpfs66nZMt1Ch06XsOd/bxHfe5KzQ1GUi6bVaxn897Gsv38F2178gT73DyOkRwSVJ8ubPaa2tJq87cepKayirqKGsswSjm84iikmgJFvTsYUE+DAd+C63LmG7xF3+AAVxTmYgjs6OwxFsRud0Yuhz46ncE8uu9/ejLXOgkanwVJtPmffkoMFrL3tCw4t3UNReh41RdUEJoYw4o3JjHj9GpXsG7RFP3whxDghRLoQIkMI8XAz+1wnhNgjhNgthPjYnu+pMY+5w9fpvbHUVTk7DEWxKy9fPZe+cBXr719Owc4T+MUFkfHFLjpNSsFcVcfJn7KoLqwkY/FOuszsQ/I0NQ7lvGR9Hd9ehBBa4DVgDJANbBZCLJNS7mm0TxLwCDBUSlkkhAi3XwRn8piEbwruSEVRNlJaEcJjvtgoHsAY5M3It6aw/+Pt7HrzZ2qKqtj3wTaQksihcQiNYMiz4116znxXYudeOgOBDCnlIQAhxCJgErCn0T63A69JKYsApJRttgarxyR8L4Mvep9A8o9uJSy+v7PDURS70ug0dL2pL5lrMuj/f8MJ7hZu1z75UF8WqimuJqRHBFq9ew5glNi9hh8NZDV6nA0MOmufZAAhxI+AFnhSSrnKnkGc4jEJHyBxwPXsTnsD74AINQhLcSslhwrZ885mqgsr8Y3wA7Bbsq8pqmLvgq1krzuItFjp9/BwoobF2+XcrqfVvW9ChRBbGj1+S0r51hknPNfZRSMdkAQMB2KAH4QQ3aWUxa0JxBYelfBNwR2JSR3DgU0fERSVQmTSMAw+gc4OS1EuWtmRIo5vzKTrzD54mS5sugOr2UL+ryeoLammrryW4gP5HP/xKHUVtUQOiWPsh9fx81Nrm05hbqSVNfx8KeX5SgbZQGyjxzFAThP7bJJS1gGHhRDp1H8AbG5VJDbwqIQPEJU8HJ+ASEpzM9i5dh6JA6cTqBZEUdq5mJGdCUgMYftL6/nx4VUMe+Eqm46ryisnO+0wpYcKyd2SjT7AiE8HP7xMekwxAVz64lX4xQWe/rZQllmMX0f3vkmyc0lnM5AkhEgAjgHTgBln7bMUmA68L4QIpb7E0yZLmHlcwhdCEBTRlaCIrgRGdCHj50UER3cnoc9kZ4emKBfFr2MgQ58bz6rrP+H4hqNEDvltWUEpJRU5ZVTklFKVW05VXgW5vxyj+EABUcPiCU4JJ+HqrgSnnL9ht66iDr2f+06zIKV9E76U0iyEmAuspr4+P19KuVsI8TSwRUq5rOG1sUKIPYAF+LOUssBuQTTicQm/sYDwJHqPe5Bfv3mB0I598QtpP+tuKkpTNDotAx4fxaZHV5M0vRd6PwNFe3M5uTkbq9mKX8dAvMNNeIf5kji1OxGXdERrsC0N1JZWY6k1I1pYcrG9s/cIWinlCmDFWc/9pdHPErivYWtTHp3wAbQ6A8HRPcg7sgVTcEe3ngVQ8QxhvSO59MWrOPjFbpCSgMQQkqb1OqM0cyH2f/IrcWOT3foOH+zbD9/VuGzCF0LcTX3/VAG8LaX8d1tdKyr5ctI3vMeuda+SfMmNGHwcvxB0e1Ky7ntKv/8B7y7JGJMTMSYnovP3d3ZYSiNBXcLo/8hwu57z+IZM+v55mF3P6YrceWoFl0z4Qoju1Cf7gUAtsEoIsVxKeaAtrqf39qf7yD+Rk/49u9PeoPuIOei91VDz5tQdP4FpQD+0/n5UbPuVws+WoA0MwJichHdyIsbEzmi83WfZOwVqiquoOF5GUNcwZ4fSpiRCJXwn6EZ9N6VKACHE98Bk4Nm2uqAQGqK7jsBqqWP/pg9JvfyPCLU6VpOk2YxXh3BMA/rhf9mlSIuF2qxsqvZnUPr9D+Qt+Ah9VCTGLkl4JydhiI9DeLnqr5pii9xfjhHaK6LZJRbdiRtXdFw24e8C/i6ECAGqgCuBLec/xD5iUkZTVnCEY+nfEdNttCMu2e5Isxmh++1XR2i1GOLjMMTHwdhRWGvrqDl8mOr0DAq//Iq6k3kYEuLx7pKIMTkZfXQkQuPeDX/u5uiKdGJGts0Sii7Fzr10XI1LJnwp5V4hxL+ANUA58CtwxhSAQojZwGx7X1sIDTHdRnN0x3KV8JtxdsI/m0bvhXeXZLy7JBPElVgqK6k+cJDq9APkLfgQa0UFxqREvLskYUxOQhcaohrLXVjZ0WKK0vO55JkrnB2KY7jxLb5LJnwAKeW7wLsAQohnqB+N1vj1t4C3Gl636/8ib/8OVJWetPtcJO5Cmi3nTfhn0/r44NurB769egBgLiqmev8BqvZnULxyDWg1qgHYhWX8dxcJE7vZ3H2zvVN3+E4ghAiXUuYKIToCU4BLHHXt+onWAijJPaBG4TZBms1wEbVcXVAgpkEDMA0agJSSupO5VO8/cEYDsH9kEr4dk/GN6YzWoBqAnaWmpJrMbw4wduG1zg7FYVS3TOf4b0MNvw6489TUoY4Sm3oFh7Z8RurwOzD4Xtyi0O6mpZJOawgh0Ed0QB/R4bcG4OxjWH7KoGDr/8he/iGG0EhMcUmYOibhHRmPxk7XVlqWsXgnMcMT8A7zjOUO22C2TJfisn85UkqndvgNielJbVUJu79/k+RLZqrZNRuztK6k0xpCq8UQ1xET8TBoNNa6WipzjlCeuZ8T//uKmoJcfKLj8e2YhKljMsbwKLW+QRupK6/h4JLdjHzLg6YdkYBK+J4pMmkYOi9v9q1/l8AOyUQmX45PQKTH1/XteYffEo2XHlNcMqa4+tKapbqSiqwMyjMPkLX8QyxVFfh2TMTUMQnfjknoA0M9/v+PvWT8dzcRg2M9bvlDVdLxYGHx/QmO7s6x9DT2rX+X4OgexPee5NFJxZEJ/2xaow/+ST3xT+oJQF1ZMeWZB6jIPEDupm8QQlt/9x9X/wHg5asagC9ETUk1GYt3cPlrk5wdiuOphO/ZtF5GOnYfR1Ty5exd/w6HfvmcTv2mumQpwVpVTV1uLnV5+ViKS07frkgpwWJBY/LFb+glF9UP3pkJ/2xefoEEpQ4gKLW+AbimMJeKzP2U7P+VnLVf4GUKaEj+qgG4Nfa8s5mYkZ3xj/e0aUbUSFulgU7vTcpls0n/8X12p71O5/7X4u3XZusN26z2WA4V23dQnX6A2uMn8AoPQxcWii4wAE59ExECodVS8cs2qg8eJuzGaRectOsTvuuNuBRCYAzpgDGkAyF9hiGtFqpOZlOReaChAXghhtAo1QDcguID+WR/d4grPr7e2aE4h7rDV07R6gx0u+x2TmT8yK51rxKZfDnRXUc4/G6/rqac0rRtlP+8BUtFBb59exM4YTyGhDg0Xl7NHmetqyPvvQ/Jfed9wm+fhdC2PnFLswW0rv+rIzRafCLj8ImMI6y5BuCoeHzjVAPwKVJKtv/7R1Ju7Y/e3wO/DamRtsrZhNAQmTSM4KhUDvz8CeWFWSQNmo5W17ppY6WUmOuqsJprkFJi8AlsMeFUleWSuXMlJbkHMPZKIWjSBIxJnW0u0Wi8vAi/9SZOvPw6Fdt3YOrXp1Uxg2uVdFqj5Qbg8obeP57bAJz1zQHqymvpNLGbs0NxHpXwlaYYfINJuewPHNr6X3Z99xpdh95y3jVyLeZaCrK2U5KbQXV5PlVleSAlWi8jILFazAR0SEbv7YfOy5ugqBR8AqIAqCjKJj9zG3lHtxDdbRSdB1xP3sgLuwMTWi0BY0ZSvGI1vn17tyqpnWoLcMWSTmvZ0gDsn9idiBGTPOLOvyyrmO0vb+DS569EaN3//TZLlXSU5mi0Ojr3v46c/WnsWPMiYfEDiEy+DEOj6ZUrio+Rd2QLeUd/wRQSR0h0DyI6D8HoF4ZO73M64dZUFlN8Mh1LbRW11aWkb/gAkEhpRaPRERzdg55j7rPLwuveKV0pXvUNpWvTCBg94pzXpcVC1b50yv73Ixo/E2E3Tq9/wWKpbw9ww8nPzm4Ari3M5eAn8wgbPBqdj5+zw2tTlhozmx5bQ+ptAwju5vx2KadSCV85HyEE0V1GEBrTi+MHfuDX1c8TEJ6IzuBLecFRLHXVhMb1o8fouzH6hjR7HoNPIB0SBp1+HNfzaipLjiOEwNs/wq7lBaHREH7rzRx/6RXQatFHdEBaLJSsS8NSUoq1sgqv8DD00ZGUrd+IqV9fvLt1abflnNYSQmAI6YDO2xdLTbXbJ/xtL67HPyGITtekODsU51IDrxRbGXyDie89ieiUMRTl7MZqriU0tjf+YZ0uqCQghMA3MKoNIq2nCwokfPYtFK/4hqo9e8FixTSgH4ZOCWi8vNAF13fJ807pRsF/lxL9yAOtnjitvdPovbHWVDs7jDaV8dlOCnadZNTbUzyuzaIpauCV0ipeeh/C4wc4OwybGGKi6TB71nn38U7thn7Tz2T95W8EjBnhUQlfazBiqalydhhtJmf9EfYt3MaIN65B59N87y6PohK+4smEEITfdjM1WdmcfPVNhEHv7JAcRmMwYql1zzv8ovQ8tvwjjaHPjsc3So1IPs2NSzru1/KmtBlDbAw+fXphra5xdigOozW4Z0mn8mQ5Gx5aRd8HLiMktYOzw3EpQtq+2XQ+IcYJIdKFEBlCiIebeP1mIUSeEGJ7w3abvd/TKeoOX2kVXYhnDbXX6t2vpFN2tJgfH1pJ4nU9iBnRydnhuBaJXUs6Qggt8BowhvpFnDYLIZZJKfecteunUsq59rty09QdvtIqdSdy0XhaSceNEv7xDUdJm7OULjN602VGb2eH44JEfUnH1q1lA4EMKeUhKWUtsAhw2ox0KuErrVJ7LAeNt+cMuXeXko60WNm74Bd++df3XPLPcSR48kjalshWbC2LBrIaPc5ueO5sU4UQO4QQnwshYps7mRDibluea45K+IrNLOUVmPPz0Zg8Y/UjAI3eiKWdJ/zSI0V8d8eX5G4+xqh3phDaI8LZIbm21iX8UCHElkbb7LPO1tTXgLM/Kr4C4qWUPYFvgQXnie73TTx38/neTmOqhq/YrGrPXvRRUWj0nlPS0RqMWGvbZ0nHarayf9Gv7P/4V1Jv60+na1IRGvftgWI3ravh50sp+5/n9Wyg8R17DJBzxuWkLGj08G3gX2efRAgxHZgBJAghljV6yR8oOHv/5tiU8IUQ/5JSPtTSc4p7q9p/AG1QYP30Ch5Ca/Bul3f4ZUeL+flv69B5ezHqnSmq26Wt7D/SdjOQJIRIAI4B06hP3KcJISKllMcbHk4E9jZxng3AcSAUeKHR82XADluDsbWkM6aJ58bbehHFPXgnJ1Gbcxw8aOCVxmBsdzX8Uw2z8eOTuWzeBJXsW8me3TKllGZgLrCa+kS+WEq5WwjxtBBiYsNudwkhdgshfgXuookSjZTyqJQyDRgN/CCl/J76D4AYmi4bNem8f7lCiDuAOUAnIUTjTxE/4EdbL6K4h7rcPLxCQ9xipkxbaQ3e7WbglZSS/R9v58DinVzyz3GqVn+h7DzSVkq5Alhx1nN/afTzI8AjNp7uf8AwIUQQsBbYAlwP3GDLwS3dqn0MrAT+ATQeMFAmpSy0MUDFTVTt2YcxqTPWGs8ZeNWeumXufG0Tub8cY+TbU/AJ95yGdQ8jpJSVQohbgVeklM8KIbbZevB5E76UsgQoAaYDCCHCASNgEkKYpJSZFxG40o7U5RdgLilBGxiALPCcz3qtvn2UdPZ/8isnNmYy/PVJnrlSlR3ZOoLWSYQQ4hLq7+hvbXjO5hqrrY22VwMvAlFALhBHfT0qtVWhOljO1XXODqFNJf3+F4dd66DcTSTheC85Qi3VJP6wqU2vVzbjkjY9v62k1IGUeB+rQ2PHZR3Lr7XfuXIq09lftotBoVOovdVErd3OfBGOOTuAi+Dac+ncTX35Z0lDW0An4DtbD7a10fZvwGBgv5QyARiFquF7jGpZSTYHiSMZiRUNnlPDF0Kg9TJiqXPNsk5+dSb7StfTP/hqvLXuPWe/Q7SmD76Dvwk0TNNwtZRyopTyXwANI3jvsvUctib8uoa+ohohhEZK+R2gxmV7iErK8MEPH2HCihWNh43X03q55oyZVmllV8l39Aoai8kr2NnhuA8XTfhSSgvQ72LOYev3ymIhhIn6FuKPhBC5gPliLqy0H/4EU00FJbIQKxa88JyBVwBavTfmOtdL+DlV+zBqfAkxNDsSX7kALl7D39Yw8OozoOLUk1LKL2w52NaEPwmoBu6lvrEgAHi6dXEq7ZVOeNFZ9iCdbfgTjN7D7vB1LlbSMVtrOVT+C9mVe+gfMrHlA5TWce2EH0z9yNqRjZ6TgP0SvpSyotHD883zoLipSDpyjIOUU4IvnjWQx5VKOqV1+fxSsIwQQyxDwq7HqFXdL+3OhRO+lPL8y9O1oKWBV2U0/fZF/bWlZ/3lezAhBN1kP35mLUGEOTsch9LqjVhcoKRTWJPDvtL1JPoNJNa3u7PDcUutWdjEkYQQDzb0uX+FJnKyrQ23LfXDV83+ymkmEYCfDCKbg8TKRPTC4OyQHELr5fwaflHNcbYXrSTGJ5UYH5fuDd3+uWa3zIeAZ4GDQNGFnsRzJkVR7MKAES/0/MoG+shL0Qn3X/ha52XE4uQZM4vrThDhnUiy/2CnxuERXPAOHzgphIgDZgEjLvQkKuErrWLFShTxFHCSbfxAHznM7ZO+Vm+ktrLEade3SgvHqw6QYFI9oR1BWJ0dQZNeB1YBnaifP+cUQf1HlE1rVXpWdwvlolmxoEVLV/rgRxBb+R910iXGdrYZrZPv8DPKfsao9SXCmOS0GDxGK2bKdGStX0r5ipSyGzBfStmp0ZYgpbR5YWKV8JVWsWJFoEEIQRd6E0go21iPRbrvHPnOrOFLKcmp2k+S32CEcMnasvtx0YFXAFLKOy7meJXwlVaxNppaQQhBEj0x4s1+fnVyZG3Hmb108mqOAmDSqZG0DuPCCf9iqYSvtIo8a2oFIQQp9KeIPHLkEecF1oZ0Xs6ZEz+3+jC7itfRM3C0urt3IFcs6diLSvhKqzQ1l45OeNGTwRxgBxWy1EmRtZ36O3zH1/APlW+le+AIgg3RDr+24p5UwldaxYqlycnTTCKAGDqTzSEnRNW2tF5Gh9fwK8zFVJpLCDV0dOh1FVRJR1FOsZ5neuRI4jhJFlbpmv3aLpQzSjrHKvcR5Z2MRnjOVNQuwUV76diLSvhKq5zqpdMUH2HCGxN55Dg4qrYltDpAYrU4boLY3OpDRHqrbphOoe7wFaVecyWdU0wEUIF71fGdsQiKRmjbYz5xDyrhK0q9lla8CiOSYxymRrrOdML24OgZM4P0UewqXkt+tVo22pEEqqSjKED9IKCWVrwKFZFEk8BuNjswsrbn6EVQuvpfSpLfYHYWf0thjXuVyFyene/whRDjhBDpQogMIcTD59nvd0IIKYTof3FvoHkq4Ss2k0gEosU+4fF0pZQit7rLd/QiKEIIwo0JGLS+WKVaXM5h7Nxo27AO7WvAeCAFmC6ESGliPz/gLuAn+76hM6mEr9ispfr9KRqhIYQI8jjugKgcwxmLoBTWHsMizWoJQ0ez7x3+QCCjYbHxWmAR9SsInu2v1E9/3Ka/ZC6X8IUQvYQQG4UQO4UQXwkh1CIrLuJ8XTLPFkaUW/XWccb0CuXmQoL0kWqUraPZN+FHA1mNHmc3PHeaEKIPECul/PoiI2+RyyV84B3gYSllD2AJ8Gcnx6M0OF+XzLOFEkEx+ZhlXRtH5RjOmEBNK3RY3XhSOlfVypJOqBBiS6Nt9tmna+ISpz8qhOkE9dkAABxqSURBVBAa4CXg/jZ7Q4244nz4XYD/Nfy8BlgNPO68cJRTNGiwUMdW+T988cdEACb88cX/nDnxdcILkwygiDzCiHJSxPbjjEVQai3VauCVM7Su902+lPJ8jazZQOOaXAyc8dXXD+gOpDV8k4sAlgkhJkopG897bxeumPB3AROBL4FrOfMfS3EivTAwRI6jjBIqKKGYfI5xiHJK0UtDw4eAP74EYKaWaioJIMTZYduFMxZBifLpwo+5H9PJ1B8fnapsOoT9+9dvBpKEEAnAMWAaMOP05aQsAUJPPRZCpAEPtEWyByclfCHEt9R/kp3tUeAW4GUhxF+AZUCTq2s0fHU6++uT0sYMwhsD3oQ2+t8npaSKCioopZwSCjhBASewYGYz32GSv30QmPDHBz80whWric2rb7Q94dBrGrW+dPTtycGyzfQIGuXQa3sye/avl1KahRBzqa9UaKlfwGS3EOJpYIuUcpn9rtYypyR8KeXoFnYZCyCESAauauYcbwFvNezXDodAuA8hBD6Y8MF0unyTLQ9SwEkS6U55wwdBLtkcovT/27vzMKnqK+Hj31PVVb3TG70g+6IiuIAsakRUYnhw38CguIwmOklMolETzcQs42TmHUz0NU9eHSX6JHkjiLggjKKIRnHDCYssAqJssnbTLN00vXfVmT+6wBIaqOquW7eW83meeqy6dW/dc9U+9atzfwtN1JOteYfKQXkUkEs3cshL2BuUbi2C0jf3dN7b9SwnB7+B35Md9/OnpRhnE1WdB8w7bNuvjrLvBbE9+9clXElHRMpUdVfoZsaDwJNux2SiV0EfNrAaLxmUSy/K6XXovYAGaKCOA+ynnlp2sJl69tNME7maTy7d8K1uJLuwgpyCCvy5hYjLvwjcWgTF782mLKsf2xvW0j/vzLifPx2lcvMx4RI+7QMT7gw9fxn4s5vBmM7JEB8V2oetbOBETvvae17xkk8h+RR+bXubtlHPfurZz96mA+xf9wENNZUEWpvILignp7CC7IKK9n8W9sCXlR+3XwQZLvTDP6hv7hks2TuXTE8uJ+Sc7EoMacUSfvyo6h+AP7gdh+m6PpzIP3ibCu1NvhQed/8MyaCAYgooJn/EOYe2tzU30FhbSUNtFY01O9m3fTWNNZWoBskp6EF2YUXoC6H9uS8zN+bX4vVnu7IICkCBv4yRxVewZM8cCv097Aauk5J0UrRIJVzCN6kjW3IZpKexjk8YyYWd/pyMzBzyywaQXzbga9tbm+poqKmksaaSxpqd7Nn8CY21lXi8vkPloOzQr4LswgoyfFmdjsGNRVDCFfjLKM8eyK6mTfTLO8O1OFKd0HHH+VRhCd84qpgyNrLGkc/2ZeVTUJFPQcVX88arKi0NNTSGfg3UVW9i1xcf01hbRUZmLtmF5aEvgh7kFJSTVVCON8N/3HO5ta5tOK+0z8tvHJbC/4ot4RtHefCgxG8FLBEhM7eIzNwiCk8YfGi7apDmA3vbfxHUVlK74zN2rn2Xprpq/DmF7V8Ch+4PVJCVX4rH+9WfR/giKOHb4ymgbaGkb5xkN22N6aQGDpBN7Gvq0RLxkJXfnaz87tD71EPbg8EAzXW7Q18EO9mzZSWNq+bTfGAfWfklh8pBOQUVeLw+Aq2NeLz5rlxDUAM28jYeLOEb0zl7qCKPArfDOCqPx0t2QTnZBeXAV7XxYKCVxv3VNNbspKGmkuqNi8kurEC8vqN/mMMyPTk0BeodP49qkGV751HgL2NQ/mjHz5dQFCS1lmT+Gkv4xjH7tJodbGI0xxtnl3g8Xh+5RSeQW5Q48wDlZBRQ01rl+Hk216+gNdjEtoa1dPOVUpbV3/FzJhRr4RsTnXqtYxUfM5RRZImNEI2FLG8+TY0bHD9PbUsVffPOINOTw4p9b1JUdgI+T6bj500UqVzDT64JTUxSaNUWlvMBgziNEuloyiTTGV7JIIiz0yWrKk3BerySQXFmT4ozT2B7w1pHz5lwbBFzYyK3kTUUU8YJ0s/tUFKKR7yOz4//Zf0KgmGrbPXKGcr2hs8cPWeiSeVFzK2kY2KqVVvYwWbO5WK3Q0k5gsexhL+m9j1qWnbSFKjn7O4TD3X/LPb3pDFQR0ugEb83DUpzSdpyj5S18E1M7WI7xZTjl/Sp+caLR7yOjWnI9ubhFR+jS67+2tQNIkJORgENgfiuBeAqK+kYE5lKttCDPm6HkZIyvTk0BQ7QFoztspGqSlXjRk7IPpk8X9ER7+d4u9HQtj+m50xUQmqXdCzhm5hRVfazjyJK3Q4lJfk92eT7urOneevxd45QW7CFFTVvIiL0yhnS4T45GQXUt+2L2TkTnrXwjTm+eurIIAOfHH9uGhO9tmALB1r30M0fmy/U/a3VfFT9PBniZ2TJlUedaro8awDbGtbE/JdFohLViB/JxhK+iZmdbKbCyjmO2dG4juLMnmTHYGqHfc07WbxnDoPyR3Nq4YVHnaNnd9OW9mkpvHnsa9nR4T4pJZrWffLle+ulY2IjqEF2soURjHU7lJTUFmxlQ90Shhd3vvdTUANUNm6gKXCATfXLOL3wW5Rm9T3GOVtYsW8+md5cmoMN5PtSY0H640nG2nykLOGbmGgIlXNyxRbncMKmA0spzjyBQn/kA9lUlaZAHc3BBnY1bWJ7w2fk+YrJyyhieNHFFGf2PObxIh6CBPFKBoW+crK8eV29jORgCd+YY6unjlws2Tvhy/qVbG9cx9ndr43quOrmzazY9ya5GYUU+3sxsuRy8n3dIz7eKxkU+MrplXMKZVkDjn9AirAWvjHH0UAdOaRJCzBOWgKNbK5fzs7GLxhdcnXULeyalkr65w3v0oyXfk82ipLhcW+W0LhL4YRvN21NTHjJIODwPC/poralipX7FvDerr/RFKjnrO7XRL2ObXu9fj3F/mOXbY5lb/N29rRspcjfo9OfkXSi6IMf6S8BEZkgIutEZL2IPNDB+98TkVUislxEPhCRjvvHxoC18E1M5JDPbna6HUbSOnhD9cv6FTQHG+iTcxqDy8Z0ejqDjQeWkucrOW6d/nifcXK3c8nJSNz1DBwRwxa+iHiBx4FvAduAxSIyV1XD1/2coapPhva/AngUmBC7KL5iCd/ERCZZNOPumq/Jqq51N0v3vkaOtxsD8kZQltUPka79+N7XvIN+ecO79BktwSbyMo4ceZvKDo60jaHRwHpV3QggIjOBK+GrhZ5VNXwYcy4OFpUs4ZuY8JNJK82o6lEH8Jgj1bRUsWzvq5xSMJYe2Sce/4AI+b3ZtAa79gXcEmzA58mKUURJJLoBVd1FZEnY62mqOi3sdU8gfGj0NuCswz9ERO4E7gH8wLhoAohGSif8zTcdUS5LKf1rHnE7hEM0GESnLuGTcwN0Gzumy5+3YdKTMYgqsb2/7k9MmjSJl+bM4rLLLovpZ99999307t2be++9t1PHr1mzhvHjZ/Pulr/i8aTXrb4oW/i7VXXksT6ug21HnEFVHwceF5EbgAeBW6KKIkLp9V/SOEY8Hspuv42a+W/TuHad2+EktNZW5ZkZtUycOJGZM2fGPNkDDBs2jEWLFnX6+FmzZjFp0qS0S/YOjLTdBvQOe90LONaQ5ZnAVVFGHbE0+69pnOTrXkLZrTdS/bcZtFbtcjuchLSvJsC5l23luZfreOONNxg3zplf75dccgkLFiygoaEh6mNVlVmzZnHdddc5EFnik2DkjwgsBk4Ukf4i4gcmA3O/dj6R8FrepcAXsbqWw1nCNzGVNWgg3S4YS+1bf3c7lIRTUxtgwuTtnHd2Ngte6MmIESMcO1dZWRkXXnghzzzzTNTHrlq1ivr6es4++2wHIksCMWzhq2ob8ENgPrAWmKWqq0XkoVCPHIAfishqEVlOex3fkXIOWMI3Dsg7ayQNq1YTbE2P2RUjsWhJI+Ou3cbZI7P4/W+6x+XG9q233sqcOXOiPu7ZZ5/lhhtuSNub77Huh6+q81T1JFUdqKr/Htr2K1WdG3p+l6oOVdVhqnqhqq526tpS+qatcUdGQQH+Pn1oWLacvLNGuR2O66qq27jkhh089ttSbp6UH7dEumvXLvr0iW720mAwyIwZM5g/f75DUSU4JdpeOknFWvjGEd0uOI/9776PpvAfT6Q2bG7llBP93HJdt7gle1XlhRdeYNSo6L5wFy5cSGlpKUOHDnUossRnK14ZE6XswSehbW00r9/odiiu2703gC/Ov6Wfe+45qqqq+O53vxvVcdOnT2fKlCkORZUkUng+fEv4xhHi8ZB//hhq337H7VBcN/78HCqrA7y64EDcznnffffx1FNP4fNFPulZW1sbc+bMYdKkSQ5GlthsTVtjOinvrFG07t5Dw8pP3Q7FVVlZHp6YWsaPfl5NY2Nkffk6q7a2loceeoiamhpGjjzWeKAjLVy4kH79+tG379EXRUl5qkgw8keysYRvHOPx+Si57lr2vPQKwab0nmfnm+flcOIAH/Pernf0PI899hjvv/8+H330ERkZ0dWRXnzxRSZOnOhQZEnESjrGdE72SYPIPuVkqv//DDSQ3tMnT7w8n5fnOVvWeffdd7nnnnsYNmxYVMcFAgFmz57NtddGt8hKKrKSjjFdUDLpGggGqZn/ltuhuOrUwX5mzj7AR4sbHTvHqlWrGD48+lkyP/zwQ8rLyxk0aJADUSURBYIa+SPJWMI3jhOvl27fvICmzz53OxRXnT0ii1MH+zlQ71wdv6KigqqqqqiPe+WVV7jmmmsciCgJWUnHmK7x9+xJy85Kt8NwlccjFBV4yPQ71xd/4MCBrF4d/UDN+fPnc8kllzgQUfKxko4xXSS+DLStze0wXLdnX5C8XOf+7CZPnsy0adOOv2OYrVu3UlVVxZlnnulQVElGNfJHkrGEb+JCPB4IOtslMdGt39TC9so2zhia6dg5Jk6cyIYNG1i2bFnExyxYsICLLroIr9frWFzJxFr4xnSVxwOqaBon/dISL0UFHubOd65rps/n4+qrr2bhwoURH/P6668zfvx4x2JKKtHU7y3hG9MxEcFbVEjb7j1uh+KamtogdQeCDD/NuRY+QGlpKXv2RPbvee/evSxYsICrrnJszY2k0j7SViN+JBtL+CZuMvv2oXnzFrfDiLumpiB/e2E/Y67YyoM/KaZ/n8inO+iM7t27U1kZ2Q3y6dOnc+mll1JcXOxoTEklGMUjyVjCN3GT2a8vzV9+6XYYcbN1eyv3/9tu+o3czIyX6/jrHyv48e1Fjp93woQJzJ49m927dx9zv0AgwNNPPx31BGupzlr4xsRAZr++adHCX7qiiSk/2Mnwi7bQ1qZ8+GovXn+uJ+PG5MTl/P379+fmm29mzJgxPP300zSFTWsRDAaZO3cuU6ZMoby8nNLSUs4///y4xJUUUryGbwugmLjx9+pJa1UVweZmPJnO1rHdUN8Q5Ds/qWLRkiZ+/N1CnvjPMgq6udPz5dFHH+Xyyy/nkUce4cEHH+T73/8+AwcOZOrUqWRmZnLHHXcwdepUevXq5Up8iSs5u1tGyhK+iRuP30fWwAE0fLqGvBHRD/9PdNfetpPyUi+ff9SXzEx3fzyLCOPGjWPcuHGsWbOGxx57jA8++ICHH36YCRMmpO3yhZFIxu6WkXIl4YvI74DLgRZgA3CrqtaIyBTgp2G7ng6cqarLXQjTOCD3zGHUL1uekgm/7kCQKy/Oxe/gSNrOGDJkSNSDsdJaCrfw3WqGLABOVdXTgc+BnwOo6vTQQr7DgJuAzZbsU0v2kFNoWr8hJfvj/+Inxfz4X6rZvSe9ZwVNagoSjPyRbFxJ+Kr6pqoeHGf/MdBRIfF64Ln4RWXiwZufhzcvj9bK6Cf4SnSjh2WRl+uhe4mNWE1qMZ5aQUQmiMg6EVkvIg908P49IrJGRFaKyNsi4tgKNInQS+c24PUOtn8bS/gpKbN/X5o2bHI7jJib93Y9538j2+rjyS6GvXRExAs8DlwMDAGuF5Ehh+32CTAyVPF4EXg4FpfREccSvoi8JSKfdvC4MmyfXwBtwPTDjj0LaFDVo66NJyJ3iMgSEVni1DUYZ+SeOYy69z5IuQVRnp9Tx+Sr8t0Ow3RRjPvhjwbWq+pGVW0BZgJXhu+gqu+oakPo5dEqHjHh2E1bVb3oWO+LyC3AZcA3VY/4NzeZ47TuVXUaMC30Wal7lyUFZZ8ymNq33uHA/ywh/xtnuR1OTKgq7y1qZPoTFW6HYroqtjdtewJbw15vA471P/136LjiERNu9dKZANwPnB/2zXbwPQ8wCRjrRmzGeSJC8VVXUPXkn/CVl5E1sL/bIXXZzqoAebkeCgusfp/UlGinTOh+WJVhWqgxelBH9b0Ov1FE5EZgJODYSDi3+uH/PyATWBCqd36sqt8LvTcW2KaqG12KzcRBZp9elN48hV3P/IWy228lq38/t0Pqkk8+beakAc7OkWOcJ0Q9ZcJuVR15jPe3Ab3DXvcCdhxxXpGLgF/Q3ghujiaAaLjVS2eQqvY+2AUzLNmjqu+q6tluxGXiK3vwSXS/8Xp2/enPtO3f73Y4ndbUFOQ3D+/hn28pcDsUEwux7aWzGDhRRPqLiJ/2cvXc8B1EZDjwFHCFqu6K+fWESYReOiaN5QwZTN6oEdS8/qbboXTKZ1+0cM6lWzl5kJ/rr7Ybtikhhgk/1P38h8B8YC0wS1VXi8hDInJFaLffAXnACyKyXETmHuXjusymVjCuKxh/Edt/O5WWsWPw90iem54zX6njrl9U89D9JdxxUzfrjpkKoq/hH/8jVecB8w7b9quw58fs4BJL1sI3rvPm5lDwrXHsm/ua26FE7I2/13Pvr6tZ8EJP/vnmAkv2KcSmRzbGYd3OO5fWyioa133hdijHtX1nG//04yqen9aD04ek3qyf6U3b116O9JFkLOGbhCC+DIquvoK9L85O+AFZv/n9Hm69vhtjzsp2OxQTa0rMp1ZIJJbwTcLIOW0o3qJC9i983+1Qjuq1t+qZ/04DP7vT+ZWrjEtsiUNjnCcilEy8mtoFf+fzDS1uh3OELza28J27q5j5VAVFhTbAKlVZDd+YOPGVlVJ48Xhu+VElra2J8we1aUsrl924g1//tJhvjLJSTkqzko4x8ZN/3rkUFnj5zz/udTsUAFauaWbslVu56/ZCvn9LodvhGCcpENTIH0nGEr5JOCLCr+8rZu4b9W6HwvsfNzL+uu088q+l/OBWS/apL4rWfRK28G3glUlI+XkeGpvc/YN66dU67nygmmefqOCisTmuxmLiKAkTeaQs4ZuEo21t/NujeykpcucHqKoy9Y/7+K+/1vL6cycw/LQsV+IwLrGEb0wcKby3qJGX/9wj7qfesLmFux6sprIqwEev9qZnD/sTSSsHa/gpymr4JuGIL4N7vlfEH/5UE7dzrlvfws8equacS7Zy/jnZfPSaJfv0pKDByB9Jxv6PNgnpqotz+a+/OJfw99cFWLiokQ2bWnl+Th1btrdxwzX5LF3Qh949bV77tGYlHWPib19tkMbGINnZx/8hqqosXt7MzNl1ZGTAgXrlk1VNZGd5OG2In1MHZ9LWpjz/Sh0lxV6qqgMEg3DGUD+/vLeE8efnkJFhE6ClvRQv6VjCNwmpby8ftfuDlA7ZyM5VA8jPOzLp1+4PsHJNCx8vbeRvL9TR2KTcNCmfrEyhVw/hhmvyaWpWVq1pZtGSRlpa4N4fFLG/LsiK1c388p6SDj/XpDlr4RsTXz6fsHvtAB747W6GnLeZc0Zm8+TDZRQXeVm5ppm7flHN0pVNnDo4k+GnZfLH/yjlvLOz8XiObKV31KVyyrXxuAqTlCzhGxN/RYVenvxdGZ990cozM2oZ8a0t9O/jY83nLTx0fwlvvdgTr9fKMCaWknNAVaQs4ZuEJiKccpKf3/+mlGsvy6OhURk2NJOSYpu8zDhAScp57iNlCd8kjXNG2qRlJg6shW+MMWnCEr4xxqSD5JwFM1KW8JPYph/d63YIDkrlazMJS0GTcARtpKwTsjHGhIvxfPgiMkFE1onIehF5oIP3x4rIMhFpE5GJMb+eMJbwjTEmXAznwxcRL/A4cDEwBLheRIYcttsW4J+AGTG+kiNYSccYYw5SjXW3zNHAelXdCCAiM4ErgTVfnVI3h95zvJZkLXxjjAkX2xWvegJbw15vC21zhbXwjTEmjEbXwu8uIkvCXk9T1WlhrzsaCu5aNyBL+MYYc0jUUyvsVtWRx3h/G9A77HUvYEdnIosFS/jGGHOQAoFALD9xMXCiiPQHtgOTgRtieYJoWA3fGGNCFNCgRvw47ueptgE/BOYDa4FZqrpaRB4SkSsARGSUiGwDJgFPichqp67PWvjGGHOQasyXLlTVecC8w7b9Kuz5YtpLPY6zhG+MMWEiabknK0v4xhgTLoWnVhBNgZnhRCT5L8IY05EvVbVfvE4mIm8A3aM4ZLeqTnAqnlhLiYSfKERkyXG6aCW1VL6+VL42SP3rM5GxXjrGGJMmLOEbY0yasIQfW9OOv0tSS+XrS+Vrg9S/PhMBq+EbY0yasBa+McakCUv4MSYiZ4jIIhFZJSL/LSLd3I6pq0TkLhH5VERWi8jdbsfTVSLSW0TeEZG1oWu6K7T9eRFZHnpsFpHlbsfaWSLiFZFPROTV0Ou/iMimsOsb5naMJv5s4FXsPQ3cp6oLReQ24KfAL12OqdNE5FTgdtoXcmgB3hCR11T1C3cj65I24F5VXSYi+cBSEVmgqt8+uIOIPALUuhZh191F+9wt4Q2On6rqiy7FYxKAtfBj72TgvdDzBcC1LsYSC6cAH6tqQ2giqIXA1S7H1CWqulNVl4We19GeGA8tSiEiAlwHPOdOhF0jIr2AS2lvfBhziCX82PsUuCL0fBJfnws7GX0KjBWREhHJAS4h+a/pEBHpBwwH/ids83lAVRL/inkM+Blw+BwB/y4iK0Xk/4pIpgtxGZdZwu8EEXkrVNM+/HElcBtwp4gsBfJpL4MkLVVdC0yl/dfKG8AK2ksiSU9E8oCXgLtVdX/YW9eTvK37y4Bdqrr0sLd+DgwGRgHFwP3xjs24z7plOkhETgKeVdXRbscSKyLyH8A2VX3C7Vi6QkR8wKvAfFV9NGx7Bu0LVYxQ1W1uxddZIvJ/gJto/1LOor2G/7Kq3hi2zwW032e6zJUgjWushR9jIlIW+qcHeBB40t2Iui7smvoA15Ckrd+DQjX6Z4C14ck+5CLgs2RM9gCq+nNV7RWacGwy8HdVvVFEesCha7+K9lKdSTPWSyf2rheRO0PPXwb+7GYwMfKSiJQArcCdqrrP7YC66FzaW8Grwrpe/ktooYrJJPkX2lFMF5FS2hfVXg58z+V4jAuspGOMMWnCSjrGGJMmLOEbY0yasIRvjDFpwhK+McakCUv4xhiTJizhm4QkIgfcjsGYVGMJ3xhj0oQlfJPQpN3vQnMVrRKRb4e2XyAi74rIiyLymYhMD40iNcYchY20NYnuGmAYcAbQHVgsIgennx4ODAV2AB/SPoL2AzeCNCYZWAvfJLoxwHOqGlDVKtrn4x8Veu8fqrpNVYO0TxfQz6UYjUkKlvBNojtWmaY57HkA+8VqzDFZwjeJ7j3g26E1WkuBscA/XI7JmKRkLSKT6GYD59C+8IoCP1PVShEZ7G5YxiQfmy3TGGPShJV0jDEmTVjCN8aYNGEJ3xhj0oQlfGOMSROW8I0xJk1YwjfGmDRhCd8YY9KEJXxjjEkT/ws9nZuSXH2o0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a8b3d70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A polygon that fits completely inside a pixel, but includes pixel center\n",
    "africa = '-20.0, -40.0, 60.0, 40.0'\n",
    "ax = ops.plot_map(ds3, var='first', region=africa)\n",
    "poly = ((9.5,-8.5),(10,10),(29,5),(30,-12))\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(ds.lon.sel(lon=slice(-20, 60)))\n",
    "plt.yticks(ds.lat.sel(lat=slice(-40, 40)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\core\\dtypes.py:23: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if np.issubdtype(dtype, float):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1af34c70>,\n",
       "  <matplotlib.axis.YTick at 0x1af340f0>,\n",
       "  <matplotlib.axis.YTick at 0x1a1c7210>,\n",
       "  <matplotlib.axis.YTick at 0x1a228ab0>],\n",
       " <a list of 4 Text yticklabel objects>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1af094d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A polygon that fits completely inside a pixel, but includes pixel center\n",
    "africa = '-20.0, -40.0, 60.0, 40.0'\n",
    "poly = ((9.5,-8.5),(10,10),(29,5),(30,-12))\n",
    "ds4 = ops.subset_spatial(ds3, region=poly, mask=True)\n",
    "ax = ops.plot_map(ds4, var='first', region=africa)\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(ds.lon.sel(lon=slice(-20, 60)))\n",
    "plt.yticks(ds.lat.sel(lat=slice(-40, 40)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1af34f90>,\n",
       "  <matplotlib.axis.YTick at 0x1a228030>,\n",
       "  <matplotlib.axis.YTick at 0x1a21e250>,\n",
       "  <matplotlib.axis.YTick at 0x365ef10>],\n",
       " <a list of 4 Text yticklabel objects>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OHTqUKlWqMHz48Bzf19jpukRQw91Kbs5GiaCSo3G0EagSgY4cP36c7du3888//6S+V6xYMXx9fV87NiEhgUuXLhEaGkqRIkWoX7++QfYuCQoKIjo6OtuDjnTl8OHDhIaGEhQUxB9//ME333zD/PnzyZ8/PwBlypShdevWWrnX1q1buX79OocPH8bOzo5ly5alJv20SQDAycmJ0NBQrdxX0S4JJBn+d0qtU4lAB17MrrlgwQKNZnO0sLDA3d3dIEsAL/z+++8MGzaMBQsWGGwVhxACR0dHHB0dadGiBePHj8fa2jpX6uVnz55N165dad++PTY2NvTv35+AgIB0p1t4+PChmuTOgCVieF+6cpuqGspliYmJfP7551y/fp3Nmzcb5Df77IqNjcXGxoYTJ07g6emp73AMSnh4OIULF85wzIe/vz+dO3cmMDCQsmXL6ji6vEfXVUPV3K3kup2lND7e3emOUVQNGeZXOSMgpeTAgQPUrVuXU6dOsXjxYqNIAgDW1tZ4enqyefNmNm/ejKEmYX2wtbXNMAnEx8fTp08fFi9erJKAAUuSQuNNE0KIVkKIECHEFSHE+EyO6yqEkEKIt1JeuwghngkhzqVsS7X0iK9RVUNalpiYyLZt25gzZw5hYWHMnDmTLl26GE0SeGHOnDmsWrWKMWPGIISgc+fO+g7J4G3ZsgU7Ozs++OADfYeiZCB5riHt/a0KIcyBRUBzIBQIEEL4SSkvvXJcIWA4cOqVS1yVUtbSWkAZUIlAi86fP0/Xrl0pUaIEn3/+OR07dtTpAC9datCgAQ0aNGDPnj3069eP4OBgPvjgAypVqmR0SU8bXowy1tbUC0rukAgStVtR4gFckVJeAxBCrAM6ApdeOe4rYDYwRps315RKBFoSHBxM69atmTt3Lj169DCZD8NWrVqxfft2li9fTpMmTcifPz9t27bFycmJa9euUbVqVerWrUudOnXIly+fVu99+/ZtAgICCA4OpmzZslSqVInKlSvrbYBdZjZs2MCzZ8/o0KGDvkNRsqBplU+KEkKI02le/ySl/CnNa3vgdprXocBLDWtCiNqAo5RyhxDi1URQTghxFogGJkopj2UnOE2pNgItiIiIoEWLFsycORMvLy+TSQIv1KtXj6VLlxIaGsrGjRspVaoUN27cwNXVlb///htvb2/KlClD79692bFjR457zERFRfHxxx9Tu3ZtfH19iYyM5MCBA4wcOZLy5ctTunRpDh06pKWn045ffvmFyZMnG20J0Vi8qBrSdAPCpJRvpdl+euWS6X0YpDaqCSHMgHnA6HSOuwc4SSlrA6OAtUKIwlp50FeoEoEW7N+/n5o1a9K3b199h6JXQghq1apFrVqvV2neu3ePTZs28e2339KnTx+++uorhg0blu17/P3337Rt25a2bdty9erV1yY5k1Kyb98+evXqxZAhQ2jSpAmNGjV642fShufPn3P8+HHWrl2r1zgUTQgSpVa/H4cCaUdbOgB307wuBFQHjqR8gSwD+AkhOkgpTwPPAaSUZ4QQV4FKQNoSiFaoEoEWbN++PctF102dnZ0d3t7eHDt2jBMnTjB58uRsz1kfHx9P3759mTp1KkuXLk13pkshBC1btmTJkiXExcXRp08f7O3teeedd/jf//7HH3/8oa1H0timTZuoVatWugv5KIYleYoJM403DQQArkKIckIIK6AH4Jd6PymjpJQlpJQuUkoX4CTQQUp5WghRMqWxGSFEecAVuKblRwbUOIIcu3fvHm5ubly9elWjwWJKslGjRhEfH586F48mTp8+TdeuXbl+/brG1W+JiYncvXuXW7du8ffffzNt2jQ6deqUut5DYmIibm5utGjRgpo1a2Y6OO7mzZucPHmS+/fvExYWhqOjI+7u7nh4eGR4npQSc3NzduzYQZs2bTR+ViWZrscRVKqRXy7yc9H4+Bblg7McRyCEaAPMB8wBXynlN0KI6SQvfO/3yrFHgDEpiaALMB1IABKBKVLK7dl5Hk2pRJBDkyZNIiIigkWLFunl/nnVw4cPqV69Ok5OTnh6etKgQQNatGiRaUNvfHw8pUqV4tKlS2+8Lu6BAwe4fPly6noPQgjOnj3Lvn37ePToEa1ataJdu3a0bNmSwoWTq2NjYmL4+eefmT59Oo0bN8bOzg5bW1tu3rzJ0aNH6dChA9bW1tStW5fmzZunllTi4uKYNWsWixcv5urVqwY5Q6uh00ciWOhXTuPjW5UPMooBZaqNIIeCgoJUH/o3ULJkydQJ9k6ePMm6desYMmQI7u7utGvXjnbt2lGtWrWXzrGwsKBq1aocPXqUHj16vNF9mzVrRrNmzdLdd+PGDXbt2oWvry8DBgygYcOGlC9fnvXr1+Pp6cmxY8deW7f3xo0bVK5cmebNm3Pu3Dn69+9P6dKlsbW1TV2M6NSpUyoJ5BHJjcWmV2OuSgQ5NGPGDCIjI3O8ELuSPHXFkSNH2LFjB9u2baNcuXKMGzeONm3aEBsby8iRIzl//jy7d+/O9fr2J0+esHPnTi5fvkyvXr0oVy7jb4l//fUX7u7uWFtbExMTQ2hoKBERERQoUMCg54vKC3RdInCtUUB+v+31+aEy0qHCBaMoEahEkEN79+5l1qxZHD58WC/3N1YJCQn8/vvvzJo1i6SkJB49eoSnpycrVqzIdH1gJec2b97Mn3/+ydixYylTpkzqWgr66Bat60RQsUYBOXfb60u3ZqRThfNGkQhU1VAOubu7ExgYiJTS5MYP5CYLCwu8vLzo0aMHBw8epFChQgY9wV10dDRPnjzJs3MIXbx4kdmzZ1OgQAG2bNlCp06dcHNzw9bWluvXr7N48WIGDx6s7zB1IlF3ecdgmF5lmBbFxcUxZMgQWrRooZJALhFC0KxZM4NOAgB9+/bF3t4+wwn4oqKiSEoy3LWv8uXLx5o1ayhVqhT79+9n6dKlXLhwgd9//z11Vb0nT57oO8xc92KKCU03Y2E8T6JjcXFxdOvWDTMzM9asWaPvcBQ969q1KwB+fn6v7YuOjqZo0aIsW7ZM12FprGLFipQoUYKePXtSo0YNAOzt7alVqxb16tWjSZMmJtMOliTNNN6MhfE8iQ4dOXKEhg0bYmZmxvr169NdzFwxLV26dAGgX79+r5UKZs6cCWDwDcdlypThxo0b6e775ptv+OGHH7h79266+43Fi15DqkSgZEhKycSJE+nbty+fffYZmzZtUklAAZLXaBg+fDiPHj1i+/aXx/xs2LABSJ6TyZB9+umnLFiwIN19zs7ODB48mJEjRxr1+hMSQaLUfDMWKhFo6Pnz53z44YccOHCAgIAAvLy8DHaJRkU/Pv/8cwA++OADwsLCALh+/TrXrl3D3d09V5bI1KaePXumzuaansmTJ3Pp0iVWr16t48h0S8tTTOQJensSIYSjEOKwECJICHFRCDEi5f31aVbkuSGEOKevGH/77TeaNm2Kq6srRYoUIT4+nsOHD1OqlOZL2Smmw8HBge+++47ExESaNm3Kw4cP+fbbbwG4f/8+nTt3JioqSs9RZix//vx88sknfP/99xnuX7NmDaNGjeLq1as6jk43pIREaabxZiz0No5ACGEH2EkpA1NW5zkDdEq7co8QYi4QJaWcnsW1tDqOQEqJt7c3+/fv57vvvqNy5co4OjpSoEABrd1DMU7x8fHUrVuX+Ph4YmNjefbsGUePHuX+/fv88ssvxMTEsG7dOoPtZfbgwQMqV67M2rVradWqVbpxLlmyhHHjxlG3bl3atWuHl5dXrnWb1fU4ApfqheTEzZovCDao8p9GMY5AbylNSnlPShmY8vNjIIjkRRwAEMm/gd2B33Qd2y+//MLJkycJCAigQ4cOVK5cWSUBRSOWlpZ89913mJmZMX36dE6cOEHlypV57733WLx4McHBwfz006tT1huOUqVKsXLlSsaOHZvhNB6ffPIJ9+/fZ/To0QQHB1O7dm12796t40hzh8Q0SwQG8SRCCBegNi+v19kI+E9KeVmXsYSFhTF+/HiWLVuW7jTHipKV5s2bY2Njg42NDeXLl099P3/+/GzYsIGJEydy9uxZPUaYuQ4dOnD69GlOnDjBvHnzSEhIeO2YAgUK0K5dO5YtW8bGjRsZNGgQX375ZbrHAly4cIFp06bRokULXF1dGT16dGo7iqFRvYb0QAhRENgEjJRSRqfZ5UUmpQEhxGAhxOlXlonLkaSkJEaNGoWXlxd16tTR1mUVEyOEYOLEiXz99dev9bCpXLkyCxYsoHv37kRHR2dwBf3Lly8fBw8eZPv27Xh6ehIaGprhsY0aNSIwMJBTp05RvXp1Ro8ezZ49e4iJieHUqVN06NCBFi1a8PTpUz799FM2bNjAtWvXDHJcgkSQJDXfjIVe5xoSQlgCO4C9Usrv07xvAdwB6kopM/4N/P/jc9xGcPjwYcaMGYOVlRX79u1T89koOZKUlETt2rWZMWMGbdu2fW3/Rx99hI2NDT4+PnqITnNSSry8vHj33XcZOnRopscmJSUREBDA/v372bdvH2fOnKFkyZKMHTuW/v37kz9/fnbt2kVsbCwVK1akffv2XL9+PdPed7puI3CqXliO3uih8fEjqx40ijYCvfVnS2kDWA4EpU0CKZoBwZokAW0ICAjgf//7Hz/88APdunUz2IY8Je8wMzPjyy+/ZPLkybRs2fK1rqMzZsygatWqjBo1CmdnZz1FmTUhBMWKFePZs2dIKVm4cCFBQUHMnTv3tXYzMzMzPD098fT0ZOLEiTx9+hQrKyssLS0B+PPPP2nbti3Ozs5cv36dggUL4u/vT4MGDfTxaOmSYFQjhjWlzyduAPQGmqTpLvpiCace6KiROCkpiU8//ZTZs2fTvXt3lQQUrenatSvFihVLtwqkVKlSDBs2jAEDBhAZGamH6DR3+/Zt7Ozs2LNnD4sWLSIsLCzL0gGAjY1NahI4evQoH3zwAVWqVKFLly4IIfDy8mLChAl8//33bNy4kb/++ounT5/m9uNkQfOF6xPTXZc+b9JbiUBK+Sek/y8ppeynqziuXbtGaGgoffr00dUtFRNhZmaGr68vderUoXv37lSoUOGl/ZMmTcLb25v+/fuzdetWPUWZtY8++oiRI0cCMHv2bFxcXPD29tb4/N27d9O3b1/WrVvHjBkzUhcGGj58ODY2Nty8eZPjx49z48YNgoODqVChAh4eHnpppzPVEoFhD3XUgUePHmFra6tGCSu5wsnJiVGjRjFmzBg2b978UonT0tISHx8fKlWqREBAgMFOQdGpUyf+/vtvpkyZgr29PbGxsRqfu2TJEqZPn87WrVupX78+fn5+XLp0idatW1O4cGE+++yzl45//vw5Fy5c4NSpU5w7p5+xpMb0TV9TJv/pt2HDBt5//319h6EYsc8++4zLly+zdOnS1/ZZW1vj5ubGlStX9BCZ5kaMGAHAP//8w8aNG2nXrl2mx0spGT9+PD4+Pvz555/Ur18fAA8PD7Zu3ZrhlNz58uXjrbfeYtiwYXoZbyGlULOPmhIpJUuXLuXnn39+7VuJomhT/vz52bZtG1OnTuWPP/54bX+vXr2YN2+eQa9XUKRIEfz9/enYsSPnz5/H0dExw8nnpJSMGjWKAwcOcOLEiZeqxP73v/8RHx9v0IPqTHFAmclWDU2ePJmdO3eyZ88eXFxc9B2OYuQqVKjA6tWr+d///sfJkydf6inUq1cvVq5ciZubG5988gne3t6Ym5vrMdr0vf3220By6aBLly4EBgYSExPDlStXsLKyIl++fNjY2BAVFUVERAQHDhygaNGiL13D3NwcX19f3n33XQAGDx5sUNWyEkjSctWQEKIV4AOYAz9LKWdlcFxX4HegnpTydMp7E4CBQCIwXEq5V6vBvbi3MUwpm91xBMuXL2fmzJn4+/tTsmTJXIxMUV7Wrl07HBwcXqsmklLi7+/PhAkTKFKkCGvXrqVgwYJ6ijJrq1ev5ujRo9StW5fKlSuTkJDAs2fPiImJITY2ls6dO2c6Mv/ixYsMHDiQ6OhoPDw8qFWrFq1ataJKlSovHafrcQRlqxWTA9e9r/HxX7tvzXQcgRDCHPgXaA6EAgGAV9o51VKOKwTsBKwAbynlaSGEG8m9Jz3WxoFMAAAgAElEQVSAssABoJKUMjFbD6UBk0sEERERuLq6cvz48dd+6RQltzk6OrJv3z6qVq2a7v64uDh69uyJi4sL3333nY6j063ExEROnz7NhQsXCAgIYOfOnZQrV469e/emjlHQdSKwq1ZMDvitscbHz6i5JatE8A4wVUrZMuX1BAAp5cxXjptP8gf9GGBMSiJ46VghxN6Ua/ln76myZjhlMh1ZsGABnTp1UklA0YuCBQvy7NmzDPdbWVnh4+ODr6+v0a8GZm5ujqenJx999BE//vgjt2/fxtnZmSFDhuh18RstzzVkD9xO8zqUNJNrAgghagOOUsod2T1XW0wuEezevZtevXrpOwzFRPXp04fOnTtz6tSpDI+xt7enf//+zJgxQ4eR6Z8Qgh9//JHz58+zcOFCvcQgESRIc403oMSLOc9StsGvXDK90kxqlhNCmAHzgNHpHJfpudpkUo3FCQkJPH782KB7ZyjGbcKECbi5udG+fXumTJnC0KFD0x3NPn78eCpWrMjXX3/9WoOrMbOxsWHr1q28++67bN68Wef3T16YJls1UWFZzDUUCjimee0ApC3qFQKqA0dSfg/KAH5CiA4anKs1JlMikFIyffp0ypYtS9OmTfUdjmLCOnbsiL+/P8uWLWPAgAHpfjEpWbIkUkqTnPKkXLlynD17ltOntTaxcLZoefbRAMBVCFFOCGFF8vQ5fi92SimjpJQlpJQuUkoX4CTQIaXXkB/QQwiRTwhRDnAF/tL284IJJYLBgwezY8cOfH19TfKPSzEsFSpUwN/fn0uXLrF27drX9kspiYmJIX/+/HqITv+mTZumlyrc5GmotTegTEqZAHgDe0lefGuDlPKiEGJ6yrf+zM69CGwALgF7gGG50WMITKjXUOnSpQkMDMTePlfaWhTljaxZs4b169fj5+f32j5XV1f8/Pwy7GFkrM6dO0fLli0JCgrC1tZWp72GSrnZyq6rW2t8/JK6a4xiGmqTKBHEx8cTERFBmTJl9B2KorykXbt2HDlyJN1Fatzd3Tly5Ijug9KjPXv20LJlS+bNm0fx4sV1fv/kSedMb2Eak0gEMTExWFpaZtpTQ1H0ISYmhnz58hESEvLavokTJzJlyhRu3bqlh8h078GDB/Tq1YuNGzfSs2dPPUWh5hoyWkWKFGHjxo106tSJbdu26TscRUkVGBhI1apV0515tHbt2nz22Wf069fPqHu6RUREsGXLFsaMGUPv3r1p1KiRXuNJQmi8GQuTSAQAbdq0YfPmzXh7e2c6oEdRdKlixYrcu3cvw/1jx44lPj6epk2bsn37dh1GphtJSUm0bduWuXPn8uDBAyZOnKjXeF50H9V0MxYmNY6gYcOGlCpVCn9/f5o0aaLvcBQFFxcXbt26RXx8fOpqXmmZm5uzf/9+/Pz8GDZsGPfu3WPw4FfHLOVdp0+fJjIykqCgIIPpzWdMVT6aMqlEAHDjxg3c3Nz0HYaiAMnz71esWJFz585luDCNtbU13bt3p06dOqlfYIwlGfj7+/Pee+8ZTBJI7j5qGLHoksmlvmLFihEeHq7vMBQlVbt27dLtPvqqihUrcujQIT7//HOioqJ0EFnuq1ChAjdu3NB3GC9RbQQmoFOnTly4cEHfYShKqg4dOmjciaFixYo0btyYLVu25HJUuSssLIxx48bh4+PDnTt39B1OKtV91EQUKFCA4OBgfYehKKnefvtt/vvvP44dO6bR8V5eXvj6+up1hs6c+P3333FzcyMmJoZevXqxbt06fYf0EtV91AQ4Ojpy+/btrA9UFB0xNzfnp59+olu3bowdOzbLxeE/+OADoqKi+O2333QUoXZNnDiR3377jYULF9KvXz+qV6+u75D+XzZKA8ZUIjC5xmJbW1vCwsL0HYZWJN2vpO8Qck3fm+/qO4Rct8rz59SfO3bsSP369fnkk0+oW7cux48fz3DWUUtLS5YtW0bHjh1p2bIltra2ugr5jQUGBnL58mXCwsIICwvjvffe03dI6cqNpSrzApMrEdy5c0fNN6QYpJIlS/L7779Tt25d5s+fn+mxHh4eDBw4kHfeecfgR8xPmjSJ9u3bs2nTJo4ePcquXbuwsDDc76CqRGACrl27Rvny5fUdhqKkSwjBlClT8PT0ZMSIERQrVizDY7/++mtq1qxJixYtuHPnjkGucSyl5Ndff2X//v15otv2i8ZiU2NSJYLExEQOHTqEu7u7vkNRlAxVqFCBDh06ZFkqAOjWrRtVqlRh06ZNOogsa0lJSaxbt4527doxdOhQmjRpQtGiRXF2dtZ3aBpTJQIjt27dOgoWLEjz5s31HYqiZOqLL77g7bffZtKkSVlWo/z444+0aNECT09PvazFHRkZyYYNG/jrr784ceIERYoU4dNPPyU8PJx69erRu3dvg64KSstUB5Tljf87WvLw4UNq165tMKMYFSUjFStWxMnJiRMnTvDuu5k3nNeqVQsvLy82b97MF198oaMIk40dO5Yff/yRli1b0qxZMwYMGED9+vXz9N+YKTYWm1QiKFGihMnN767kXe3bt8fPzy/LRABQt25d9u3bp4Oo/t+VK1dYsWIF165dyxM9lzQiVRuBUZNSsmzZMrp3767vUBRFI7169eLXX3/VaMDV1atXKVSokA6i+n979+6lXbt2xpMEMN2RxSZTIvjtt98ICwujW7du+g5FUTRSqVIlDh48SJs2bbh06RKTJk1Kd4ZSgNDQUBwcHHI9JiklR44c4YcffuDw4cMsW7Ys1++pa8b0Aa8pkygR3Lp1i5EjR7Jq1aoM/5AUxRDVqFGDv/76i4CAAOrXr5/h9Ci+vr7prnKmDc+ePWP37t14e3tTvnx5hg0bRtOmTbl58yZdunTJlXvqy4vGYlMrERh9IpgxYwY1a9bkiy++oE6dOvoOR1Gyzc7Ojl27djFw4EAaNmzIggULXluxbNu2bZw5c0ar8w8dPnyY9u3bU7p0aWbOnImjoyN+fn5cvHiRoUOH6rwqSlekFBpvxsLoE4GzszMWFhaULFlS36EoyhsTQjBkyBD8/f1Zu3YtXbt2JS4uLnV/+/btiY+PJygoKMf3klIya9YsevbsSffu3bl58yZ//PEH48aNo0aNGnm6R5AmtD0NtRCilRAiRAhxRQgxPp39Q4QQF4QQ54QQfwoh3FLedxFCPEt5/5wQYqmWHzWV0bcR9OrVC3d3d95//31atGihEoKSp7m6unLs2DG6du2Kl5cX69atw9LSEiEEzZo1Y9++fW80gjckJIQrV65gYWHBTz/9RGhoKAEBATppdzAkUkJikva+HwshzIFFQHMgFAgQQvhJKS+lOWytlHJpyvEdgO+BVin7rkopa2ktoAwYfYkAkutZe/bsyYwZM/QdiqLkmKWlJRs2bODZs2f0798/tZqoX79+zJ8/P1sL3SclJbFgwQIaNmzIvHnzmDNnDlWqVOGPP/4wuSSQTOttBB7AFSnlNSllHLAO6Jj2AClldJqXNiR3XtIpoy8RvDBkyBCaN2/OvHnz9B2KouRYvnz52LhxI61bt8bb25tFixZRv359bt26leE5ERER/PHHH/z3339ERUUREhLCzp07cXV1xd/fn4oVK+rwCQyXluv+7YG0896HAp6vHiSEGAaMAqyAtAuqlxNCnAWigYlSSs0WrcgmkygRAJw7dw5Pz9f+/RUlzypQoADbt2/n1KlTTJ48mbi4OCwtLYmJiXnt2AsXLuDh4cHSpUs5c+YMDx8+pFatWpw4cYJjx46pJJDiDcYRlBBCnE6zvbqYdHpZ5bVv/FLKRVLKCsA4YGLK2/cAJyllbZKTxFohRGGtPWwaJlMiKF68uNGs86ooLxQuXJjdu3fTunVrjh8/TtWqVVm0aBEff/wxT548Ye/evdy/fx8fHx8mTJjAZ599pu+QDZtMbifIhjAp5VuZ7A8FHNO8dgDuZnL8OmAJgJTyOfA85eczQoirQCXgdLYi1IDJlAg8PDw4ffo0iYmJ+g5FUbSqVKlSnDp1iubNm3P+/Hl8fHxwdnbGzc2NgwcPEhwczPbt21US0JCWew0FAK5CiHJCCCugB+CX9gAhhGual22Byynvl0xpbEYIUR5wBa5p4RFfYzIlAltbW5ycnFizZg19+vTRdziKolUWFhZMmDCBtWvX4uvrS7169ZBSarWr54ULFwgLC6N+/frky5dPa9c1JBLtthFIKROEEN7AXsAc8JVSXhRCTAdOSyn9AG8hRDMgHogE+qac/i4wXQiRACQCQ6SUEVoLLg2TSQQAK1asoHHjxlSrVo26devqOxxF0ZqLFy8yefJk7t+/j4uLC4DWksDDhw/55ptv2LBhAwkJCfz888906NBBK9c2PNofMSyl3AXseuW9yWl+HpHBeZsAnSw0YVKJoF69ekyZMoWePXvSvn17RowYgaOjY9YnKoqBu3TpEjt37uSLL76gSJEib3SN+Ph4jh07Rnh4OFFRUZw9e5YdO3YQFRVFu3bt+Oeff/jwww+NfkCZFgdn5xkmlQgAxowZQ40aNTh06BAeHh6sWrWKZs2a6TssRcmRbt26UbNmTT799FM6duzI7t27NTrvzp07bNq0iX/++YcDBw5QokQJnJycKFKkCK6uruzZs4cqVaqkfvgHBwdTuXLl3HwUvTOmqSM0ZXKJQAhBq1atUrc+ffrQuXNnFi5cqO/QFCVHKlWqxI4dO3B1dWXXrl20adMmdZ+UkuvXr3Pt2jVCQ0MJDQ3l0KFDnDt3jo4dO+Lp6clHH32Eh4dHpveIjo7OdB3lvE5KlQhMTpMmTQgODsbd3Z0PP/xQjTNQ8jxLS0tWrVpFly5dGD16NMWKFSMgIID9+/cTHx9P5cqVcXBwwMHBAW9vb9q0aYO1tbVG146IiCA2NtboZ/A1pllFNWXSiQCgYMGCfPDBB/zyyy94eHgYff2nYvwaNWrEnj17WLx4MUlJSdSsWZNRo0a9VMXzJubOncuHH35I0aJFtRit4VFtBAZECDECGETyyLxlUsr5uXWv0aNH06lTJ+rXr8/69etxcnLKrVspik7UqVOHn3/+WavX3LlzJ0uWLNHqNQ2RKVYNGeSAMiFEdZKTgAdQE2j3yqALrbKzs+PEiRN07tyZxo0bc/duZgP/FMX0hIWFcf36dd56K7NBtHmfRPO1CIwpYRhkIgCqAiellDFSygTgKNA5N29obm7O2LFj6dOnDz169CAhISE3b6coecqhQ4do1KiR0bcPQMqgMg03Y2GoieAf4F0hhK0QogDQhpfn68g1kyZNwtramm+//VYXt1OUPOGXX34xumUp0yXVCmUGQ0oZBHwL7Af2AOeBl76iCyEGv5jxT5v3NjMzY9KkSezYsUObl1WUPCskJIQzZ87g5eWl71B0wwSLBAaZCACklMullHWklO8CEaRMxJRm/09SyreymPnvjbi5uXHp0iWtrv+qKHnVDz/8wKBBgzTuZprXmWKJwJB7DZWSUj4QQjgBHwDv6Oretra2ODg4cPDgQTXqWDFp4eHhrFmzhgsXLug7FJ0xxe9/BlsiADYJIS4B24FhUspIXd58+vTpDBo0iJs3b+rytopiUHx8fOjSpQv29vb6DkUnXsw+qkoEBkJK2Uif9+/SpQt37tyhadOmbNiwgTp16ugzHEXRuaioKBYvXsypU6f0HYruSMCIPuA1ZbCJwBAMHz6cokWL0rZtW1q0aMHo0aOpUaOGGn2smIRFixbRunVrKlSooO9QdEpVDSmv6dOnD//++y/Ozs60bduWkSNHqkZkxeiFh4czf/58vvjiC32Honsm2GtIlQg0UKhQIaZPn86oUaNo06YNH3/8MUuWLMHc3Fzfob0m+nEiwVfiuXI9jjv3ElK/3SQlQXyCpERxcwb3LoK5uSrVKBmbPHky3bt3p2rVqvoORceMq+5fUyoRZEPRokXZt28fnTp1onHjxixbtswg5mb/+9JzNm5/wsFjMfwT/JzKFayoUM4SBzuL1A98IcDSQvDb5sf8cfIZKxeUwcrK9H7hlaydP3+ejRs3EhQUpO9Q9MOIvulrSiWCbCpYsCB79+5l0aJFNGjQgFGjRjF+/HjMzHRby/bw4UPWLIvk1w2PCYtIpEfnQnw9wZZ36lpjbZ1xLLGxxegx5D6d+99l28qyWFioZKD8Pyklw4cPZ9q0aRQvXlzf4eieia5HoNoI3oC5uTnDhw/nzJkz7N69my5duvDkyZNsX0dKSUREBLdu3eLGjRskJSVleU5ISAhdunTB1dWV0+ef8+3kElwLcGHWxBI0blAg0yQAYG1txsaf7Yh+nMTv27Mfs2Lc1q5dS1RUFIMGDdJ3KPojheabkVAlghxwdnbmwIEDfPLJJzRq1Ag/P79M10COiYlh/fr1HDp0iMuXL/Pvv/+SmJhIkSJFkFISGxtL8+bNsbOzo2jRorRv356aNWsCcObMGdauXcuvv/7KF198wYoVKygY82aDqi0sBOM+LcbU2RH06FRQ9YJSALh8+TIjR45k9+7dBtn+pTMmWDWkSgQ5lC9fPpYvX07Pnj2pVasWn3/+OXfu3HnpmHPnzvHZZ5/h5OTEpk2baNKkCd9//z3//vsvjx494tatW9y+fZvAwECaNm2KnZ0djx49okuXLlSoUAEXFxd69uyJlZUV586dY9SoURQuXDhHcbdpaoO5OXy3OP1xevHxkp0HntKm5x36Db+fo3sphu/Zs2d07dqV6dOnG/1U01nScq8hIUQrIUSIEOKKEGJ8OvuHCCEuCCHOCSH+FEK4pdk3IeW8ECFEy5w+WoYxGkNXSCGENITnuHnzJvPnz2flypU0adIEW1tbTp48SVRUFH369KF///6UK1dO4+tJKblw4QJmZmZUq1bttW/uSfcr5Sje0LvxNGgfyqiPi1K1khVx8ZLvlzzizv0EHkUlUamCJe5u+Vi6Mopda8vSsrFNju6XHX1vvquze+nLKk/tLhyTEwMHDuTZs2esWbPGoEqIQgikDivt87k4SLspwzU+/uaAcWcym+9MCGEO/As0B0KBAMBLSnkpzTGFpZTRKT93AIZKKVulJITfSF6XpSxwAKgkpUzM/pNlTlUNaZGzszPz5s1j0qRJ+Pn58fTpU7y8vHj33XffqDFZCIG7u3suRJrMoawl21aWZep34ew8+JTEBOjVtRAN6uWnQH6Bk0Py3POtmxZg5KSH/H24AJaWhvMhoWjHwoUL8ff356+//jKoJKAvWv5O6QFckVJeAxBCrAM6AqmJ4EUSSGHD/5c1OgLrpJTPgetCiCsp1/PXaoSoRJArihcvTr9+/fQdhkZqVc/H1l/KZnpM22Y2rPgtGue615k1sQR9uuesWkoxHNu3b2fmzJkcP36cggUL6jscw6DdRGAP3E7zOhTwfPUgIcQwYBRgBTRJc+7JV87NlUmfVBuBkiUhBJt8y7JjdVnGTH3InXtq9TZjEBgYyIABA9iyZUu2qiyNXvZ6DZV4sS5Kyjb4laulV8R6LdVIKRdJKSsA44CJ2TlXG1QiUDRWx92awb2LMHl2uL5DUXLo9u3bdOjQgaVLl+Lp+doXVJMmpOYbEPZiXZSU7adXLhfKy6srOgCZLYq+Duj0hue+MZUIlGxxq2xF9OOsxzsohiskJIRmzZoxcuRI01h+Mjuy02NIs+/mAYCrEKKcEMIK6AH4pT1ACOGa5mVb/n8RLj+ghxAinxCiHOAK/PVGz5UF1UagZMvfl+KoVS2fvsNQ3tCuXbvo168fM2bM4KOPPtJ3OAZIuwPFpJQJQghvYC9gDvhKKS8KIaYDp6WUfoC3EKIZEA9EAn1Tzr0ohNhAcsNyAsnrsmi9xxCoRKBk08nTzxg/3ASnHsjjEhMTmTVrFosXL2br1q3Ur19f3yEZLi3XwkspdwG7XnlvcpqfR2Ry7jfAN5rcRwgxQkrpk9V76VFVQ4rGwsITOX8pjvfr59d3KEo2BAUF0bBhQw4cOMBff/2lkkBW8u401H3Tea+fJieqRKBobNfBpzRpmD/L+YwUw5CQkMC3335Lo0aN6N27NwcPHjSZJSdzJI8lAiGElxBiO1BOCOGXZjsCaNSzQ6OqISHEt1LKcVm9pxi3Q3/GUFO1D+QJISEh9OnTh4IFCxIQEKC6h2oqby5VeQK4B5QA5qZ5/zHwtyYX0PSrXfN03mut4bmKkWjSsACH/3ym7zCULOzatYtGjRrRt29fDhw4oJJANmWz+6jeSSlvSimPAM2AY1LKoyQnBgfSH4vwmkxLBEKIT4ChQHkhRNrMUgg4/iZBK3nXv1fjaOBhre8wlAxIKZkzZw4+Pj6qQTgnDOQD/g38ATQSQhQDDgKngf8BvbI6MauqobXAbmAmkHbWvMdSyog3i1XJq/YejuG7qSX0HYaSgbFjx3Lw4EFOnTqFg4ODvsNRdE9IKWOEEAOBhVLK2UKIs5qcmGkikFJGAVGAF4AQohRgDRQUQhSUUt7KYeBKHnHtZjyh9xJo4KF6DBmiuXPnsmvXLo4dO2aaK4tpkaFU+bwBIYR4h+QSwMCU9zRqB9a0sbg98D3JU6E+AJyBIKBatkNVtKZl2Zo6u9dVeRFLnGnrVEsn97u8PGdTbOcJWprZYfXq1SxYsIA///xTJQFtyHuNxS+MACYAW1IGo5UHDmtyoqYDyr4G3gYOSClrCyEak1JKUIxfrIwhlKvUS50UUTEU+/btY/To0Rw+fDjT1fEUDRlQt9DsSFn3oL2UssOL91KmvtZocQVNew3FSynDATMhhJmU8jCgm6+Git7F8JgCFKKAUNMUG5KEhAQGDx7M2rVrcXNzy/oERTN5bBwBQMrUE3Xf9HxNSwSPhBAFSW6VXiOEeEDy3BeKCShMcWJ5SpSMoIhQVQ+GYtWqVdjb29O0aVN9h2JU8nAbwVkhhB/wO/D0xZtSys1ZnahpIugIxAKfkdwQUQSYnv04lbzIQlhSQdYghLPUk03UKlZ69vjxY2bOnMny5cvZu3evvsMxPnk3ERQneSRx2jpcCWgnEUgpn6Z5uTJboSkGIU4+J4BDWGCJDYUpSGFsUrb82GT54W6HE3e4yl1uYI8aoKQv58+fp3Xr1jRv3pzAwEA1ZURuyKOJQErZ/03PzWpA2WPS/2cRyfeVas3CPOIJUViSj8rU5AnRPCWaSK7yhGjiicNGFso0QQghqCrrcoajFJbFKCSK6vmJTM+xY8cYNWoUU6dOZfDgVxfCUrTBkEYMa0oIMTZlzMBC0l/9LMsG46zGERTKQXyKAYnhCTYUpoiwpQi2L+1LkPE8JVqjBFGOqpznBB6yKVZCzTukK8ePH6dr164MGjRIrSOQ2/Je99FxwGzgKsnrGWSbWo/ARDzjCQVIv9ePhbCkCBkniKc85glRRHKVpzwmlmf8yS5KSDsKUzRbVUzKmzl16hTdu3fn66+/1ncoxi+PlQiA/4QQzkB/oPGbXEAlAhMRwxPK4JStczJKEPEyjkuc5jGRWGFFJA95ymPieJ5lFZOSfXFxcfz222+MHj1a36GYBJH3VmJdAuwBypM8v9ALguS0Vj6rC6hEYCJiMikRZJelsMJdvkMI54gmgto0wlJYpZQgHqdUM0URyTWeEq0SRA5NmzYNe3t7unfvru9QjF8ebCOQUi4EFgohlkgpP3mTa6hEYAKklDzjKfm1lAggufG4sqzFZf7mLH9SV76XUoIoThFeHmuQWYIoJe2pLjy0FpexkVKyZs0aduzYgZmZWhBIJ/JYInjhTZMAqERgEp7zDAsssRDa/d8thMBVunOBk/zLeapSJ93jMkoQ4fI+V7mk1ZiMza5du5BSUq2amtZLZ/JoIsgJ9RXDBGizWuhVQgjceItIHnJX3sjWuU+IpjDFciUuY+Dn58fAgQP59ddfVRWaDuW1hWm0QSUCExDDE61WC73KQljizttc5m+eymiNz3tMpEoEmZg9ezY//fQT7733nr5DUYycSgQmILOuo9pSUBTBgQqEck3jc6J5RCHUwLT0XL58mStXrtC6tVoRVue0POmcEKKVECJECHFFCDE+nf2jhBCXhBB/CyEOpnQFfbEvUQhxLmXzy+mjZUQlAhOQm1VDadnhzH/cJklm3f8uQcYTSww2qMHp6Vm5ciW9evXC0tJS36GYlmxUC2lSNZQyPfQiktd4dwO8hBCvThV7FnhLSukObCR5cNgLz6SUtVK2DuQSlQhMgK4SQQFRkPwU5CF3szz2MY8oSBHMhPoVTM+WLVvo0aOHvsMwTdotEXgAV6SU16SUccA6kifx/P/bSXlYShmT8vIkyYvO65T6KzRyudF1NDMFKcJTsm4niFbtA5nKnz8/UhpRa2Rekr1EUEIIcTrN9uokUPbA7TSvQ1Pey8hAkteJf8E65bonhRCd3vyhMqcSgZHLra6jGSmJHXe4znP5LNPjVENx5ho2bMiAAQPYt2+fvkMxKYJsVw2FSSnfSrP9lM4lX5VuhhdCfAi8BcxJ87aTlPItoCcwXwhRIccPmQ6VCIycrqqFXigh7LCnHBcJyPQ41VCcuXnz5vH111/Tt29fjh07pu9wTIt2q4ZCgbRriDrA63WnQohmwJdABynl89RQpLyb8t9rwBGgdjafRiMqERi53O46mh4XqhBNZIalAtVQnDUhBB07dsTOzo7Y2Fh9h2M6tNxYDAQArkKIckIIK6AH8FLvHyFEbeBHkpPAgzTvFxMieYpfIUQJoAHkzghMlQiMnC66jr7KTJhhSxkeci/d/Y95RCHVUJylI0eO8OzZM7UUpa5psUQgpUwAvIG9QBCwQUp5UQgxXQjxohfQHKAg8Psr3USrAqeFEOeBw8AsKWWuJAKDm2JCCFETWEryP8wNoJeU2RilpLzkTWYd1YaSlOUeN3FIZ+LDaCIppNoHsnTp0iUaNmyo5hjSNS230UspdwG7Xnlvcpqfm2Vw3gmghnajSZ8h/ob9DIyXUtYAtgCf6zmePE3XbVVZnIoAABvJSURBVAQvlKAMjwgjQca/tk81FGumQIECqlpID9QUE4ahMvBHys/7gS56jCVP03XX0bQshCUFKUIkD1/bpxqKNfPw4UPy5VOrwOmclkcW5wWGmAj+AV7UnXXj5RZ3JRt03XU0rTB5j1hi0l31TDUUa6Z3795s2bKF69ev6zsU05GdJKASQc4IIQ4IIf5JZ+sIDACGCSHOAIWAuAyuMfjFIA5dxp6X6KtaCOAetyhHldfWNVYNxZqzs7Pj008/5auvvtJ3KCbFFKuG9NJYnFHjSBotAIQQlYC2GVzjJ+CnlOOM6H+J9uij6+gLxShBOA9w4OXxL6qhOHu8vb1xdXVlzpw52NraZn2CknMm+GlicF/LhBClUv5rBkwkuQeR8gb00XX0hTI48YiHxKZOoZJMNRRnT4kSJejQoQO+vr76DsVkmGKJwOASAcmz8/0LBJM8Am+FnuPJs/RZNWQhLCmDE7e5+tL7qqE4+4YPH87s2bNZvXq1vkMxDaqNQP+klD5Sykop23ipZt56Y/pMBABOuHKX6zyWj4DkhuLnqqE42+rWrcuePXsYMWIEN27c0Hc4xk01FivGRJ9dR1/IL2yoSA1COAuoqadzom7dunTu3Bk/v1xbm0QhZdK5bGzGQv1FGil9dh1NqzileEZyO4FqKM4ZGxsbkpKyXvRHySETLBEY3BQTinbou1roBTPMkCR/eD0mkuKU1nNEeVdMTAwFChTQdxhGz5gagTWlSgRGSp9dR1+PwwZIbihWPYbeXGxsrBpprAsmWCJQicBI6bPraFrh/EdBiqQ2FBegkL5DyrPs7Oy4ezfrZUBzKjExkfbt2zNt2rRcv5fBkSCSNN+MhUoERsoQqoYi5UPucp1yuKmGYi2oWLEiV65cyfX7+Pj4EBERga+vLzt27Mj1+xkcVSJQjIW+E8FT+ZgLnKQa9bAW+VVDsRY4OTlx69atXL/PyZMnGT58OKtWreLjjz8mKioq1+9pSNSAMsUo6LvraLyM4xx/UpEa2IoygBpRrA358+fn+fPnWR+YA1JK7t69i42NDe+++y7vvfceK1aY2JhOVSJQjIG+u45e4xLFKUVZ4ZL6nmoozrl8+fIRF5fuHIxa4+PjQ0xMTOqqaIMGDeKXX/6vvTsPr6o+Ezj+fQNhqdA2kAAti6wOCEoABUIxiRRjpCJLiSBBQG3rWEBQRMZxFGTqlGpFtAOP+KhjhZiIIEsVgcCUABIqgkwQ0DHgwhpFlrCHJO/8kRsmxgD35p6bc5f38zznMbnn/M55D8h57285v9/rAb1msInEGoENHw1DbjYLXdAiDvIlv+C2i59ZR7Ez6tSpE7AawYMPPsjGjRs5ePAgmzdvpn79+gAkJSXx1Vdf8e233xIXFxeQaweVMPum7y1LBGHIzaGjBeznJzTiGN9yWgs5TSEnOcFPaGwdxX4KZI2gVatWNGjQgHXr1tG6deuLn0dFRdG+fXv27t0bGYkALBGY8FATQ0dLtZSznOIUZQ/70xRe/LkO9TjEVzTgx8Tyc67mn2x+IQc0a9aMAwcOcPr0aa666irHzltaWsqSJUsYO3YsHTt2/MH+tm3bsnfvXnr16uXYNYOVEF5NPt6yRBCGnFyw/lIP/LOcoi4/4ioaXnzgt+IatrGeBFKIljqOXN/8v8aNG9O1a1fWrFnDoEGDHDlnYWEh999/P1FRUdx3331VHtOuXTs+++wzR64XEiwRmHBQnT4CXx745d/wa0mt753jlBZSm9qWBALk1KlT7Nixg+7duztyvu3bt5OWlka/fv1YvXo1UVFVN90NGTKEwYMHM2XKFEdrIsFKHJ7wWERSgReAWsArqjqz0v6Hgd8AxcC3wL2q+pVn3xjK1mUB+IOq/tXR4DwsEYSZKw0ddeKBfymH+NKxmoj5ofnz55OcnEzLlv4v4/3BBx8wePBgXnjhBUaOHHnJ41avXk1cXBwtW7Zk48aN3HrrrX5fO6g53FksIrWAOcAtwH5gi4gsV9VdFQ77GLhBVc+IyAPAM8BwEWkETANu8ES11VP2mHMRlrFEEGbKh45GEcVpLQzIA78qpVrKIb6mB4kO3o0pd/r0aZ5++mkWL15c7XOcP3+ed955h3379vHss8+yYMGCyz7YT548yYgRI/jZz35GQUEBXbp0qfa1Q4nDfQQ9gXxV3QsgIlnAIOBiIlDVv1c4fjMwyvPzrUC2qh71lM0GUoFMRyPEEkHYuUARFzjPOpYG5IF/KWc4SW1qc5VYp3AgzJw5k8TERJ86bFWVr7/+mkOHDrF8+XL++te/0rlzZzp16sSiRYtISkq6bPno6GiKioq46qqr6N27N82bN/f3NkKDs4mgObCvwu/7gcv9Jd4HvH+ZsgH5S7BEEGYayk9J0FupS/2APPAv5TQnbWRQgMyZM4f58+ezceNGn8q99957jBw5kg4dOtCvXz9WrlzJdddd53X5evXq0atXL+677z7HOqdDgY81glgR+ajC7y+r6ssVT1dFmSqvICKjKGsGKs/QXpf1lyWCMPQjqfl3CM5w0vVJ7sLNkSNHeP7558nMzGTdunW0aNHCp/KbNm1i8uTJTJs2rdoxxMXFUVxcHBGdxBf59qg9oqo3XGb/fqBip04LytZi/x4R6Q88DiSp6vkKZZMrlV3nU3Resjd8jCNqUZsSStwOIyxs2bKFMWPG0L59ew4cOMD69eu/95KXN86fP8+iRYtITk6udhw5OTmsWbOGvn37VvscIceH6SW8rDlsATqISBsRqQOMAL633qiIdAPmAXeo6jcVdq0CUkQkRkRigBTPZ46zRGAc8SMacoaTbocRsoqKisjMzCQhIYG0tDQ6d+5Mfn4+r7/+us81AYA//elPdO7c+Yr9AJczc+ZM/vznP9O2bdtqnyMkOTjpnKoWA+Mpe4DvBhaq6k4RmSEid3gOexZoALwtIttFZLmn7FHg3ylLJluAGeUdx06zpiHjiLrU4zzn3A4jJOXl5TFw4EDatWvH1KlTGThwILVq+de/s379eiZPnuzXOY4cOUKnTp38OkeoCcSbxaq6AlhR6bMnK/zc/zJlXwNeczaiH7JEYBxRh7pc4DyqikhVfVymKh9++CEDBw7kxRdfZPjw4Y6dt0mTJhw96t+Xx4KCAho3buxQRCHE4RfKQoElghCWXfq22yFcVFJSQteuXRn8z8mMHz/e7XBCQk5ODmlpabz22mvcfvvtjp67SZMmHD58uNrld+3aRWlpaeQ1CxGZcw1ZH4FxRK1atVi+fDl/+MMfWL16tdvhBLULFy7w6quvMmzYMLKyshxPAgDx8fHk5uZWu/zChQtJS0u75LQTYcuX/oEwShgR9rdsAqlt27YsXLiQUaNGRdYkZT44duwYCQkJZGRksHLlSvr16xeQ6wwYMIDs7GzOnDnjc1lVZeHChdx5550BiCz42eL1xvgpMTGRSZMmMXPmzCsfHGGOHz9OSkoKiYmJrF27lh49egTsWk2aNOHmm2/m1Vdf9bnsjh07OH36NL179w5AZCHAagTG+G/s2LEsW7aMc+dsFFG53NxckpOTSUhI4LnnnquRDvV77rmHZcuW+VxuwYIFjBw5MmI7/SNxqUpLBMZxP//5z+nZsydvvfWW26EEhYKCAlJTU3nooYd44YUXauwB+80339CqlW+zwZaWlvLmm28yatSoKx8cjpSyUUPebmHCEoEJiEmTJjF79mw0jP6xVNeePXvo1KkTY8aMqbEkoKq8/fbb3HjjjT6Vy8nJIS4ujs6dOwcosuBnNQJjHJKSksK5c+dYv36926G47siRI0RHR9foNTMzMykoKOA3v/mNT+UyMjJIT08PUFQhwvoIjHFGVFQUEydO5JlnnnE7FNelpKRw+PBh3n333Rq75iOPPMK8efN8SkDFxcUsW7aMtLS0AEYW3MrfLLYagTEOGTt2LPn5+dXqsAwn9erV46WXXmLcuHGcPXs2oNc6ceIEM2bM4Pjx49xww+UmxfyhnJwcWrduzdVXXx2g6EKAKlLq/RYuLBGYgCl/AE6YMIGTJyN7Qrpf/vKXdOjQgRUrVlz5YD/Mnj2bDRs2sGnTJmrX9m3igEWLFjFs2LAARRZCrGnIGGfdfPPNpKamkp6ezoULF9wOx1V33nmnX0tNemPdunU8/PDDxMfH+1SupKSEJUuW8Otf/zpAkYUOaxoyJgDmzJlDcXExTz/9tNuhuKpLly5kZmayadOmgF1jx44ddOvWzedyH3zwAU2bNqV9+/YBiCqEKFCq3m9hwhKBCbjo6GgeffRRVq0KyJoaIaN379506dKFU6dOBewazZo1o6CgwOdyS5cuZejQoQGIKARZ05AxgREfH88nn3zidhiuioqKIiYmhrp16wbsGu3atWPnzp0+l1u1ahUDBgwIQEShx5qGjAmQevXqUVRU5HYYrvvuu+9o0CBwazuPGDGCl19++coHVrBv3z4KCgro3r17gKIKMfZmsTGBUbt2bYqLi90Ow1X5+fkcOHCArl27Buwaw4YNY8+ePWzbts3rMtnZ2fTv39/vVdHChdUIjAmQWrVqUVpaSklJ5C5wHxcXR0xMDMuXL7/ywdUUHR3NkCFDyMnJ8brM+++/T0pKSsBiCim+9A9YIjDGNyJCy5Yt2bt3r9uhuOb48eOcPHmyWqN6fBEXF8d3333n1bFHjx4lOzubwYMHBzSmUFH2ZrF6vYULSwSmxvTu3ZvNmze7HUaNO3fuHPPnz6dPnz488cQTtGnTJqDXi42N9XqZyoyMDH71q1/RqFGjgMYUUkp92MKEJQJTY3r37s0//vEPt8OoMfv27ePRRx+lVatWZGRkMH/+fCZOnBjw66amprJkyRKOHDly2eNKSkp45ZVXfJ6YLtw5XSMQkVQR+UxE8kXkX6rYnygi20SkWESGVdpXIiLbPVvA2hQtEZgaEyk1gq1btzJy5Ei6du1KcXExubm5AV2WsrI2bdowevRo+vbtyyuvvPK9BYJKS0tZvnw56enpNG3alLi4OJKSkmokrpDgcB+BiNQC5gC3AdcCd4nItZUO+xoYC7xZxSnOqmq8Z7vD9xvyjiUCU2O6devG7t27A/pClZtOnz7N8OHDGTx4MN27d+eLL75g1qxZtGvXrsZjmTVrFnPnzmXJkiW0bt2ap556igULFtC1a1dmzJhBUlIS27dvZ82aNZG3QP1l+TB01LsaQU8gX1X3qmoRkAUM+t4VVb9U1TxcbGzybVYqY/xQv359EhMT+dvf/sZdd93ldjiOGzp0KE2bNiU/Pz+gL415Q0To168f/fr1Y9euXcyePZuNGzfyzDPPkJqaGrHLUHrD4WGhzYF9FX7fD/TyoXw9EfkIKAZmqupSJ4Mr50oiEJFngYFAEbAHuEdVj4tIOjClwqHXA91VdbsLYZoAGDFiBG+99VZYJoLCwkIGDx5MnTp13A7le6699lqfXzKLaL6NBor1PKjLvayqFf+wq8q4vlyglaoeFJG2wH+LyA5V3eNLgN5wq06YDXRR1euB/wUeA1DVjPL2MOBu4EtLAuFlwIABrFu3jtLSMBpy4fHEE08wfvz4K3bSmiCmIKXeb8ARVb2hwlY54+4HWlb4vQVw0OtwVA96/rsXWAcEZOyxK4lAVVeravlrppsp+8Op7C4gs+aiMjUhLi6OJk2asGvXLrdDcVzPnj1p0KABsbGxbodi/OFsH8EWoIOItBGROsAIwKvRPyISIyJ1PT/HAr8AAvIPJxh6ie4F3q/i8+FYIghLCQkJbNiwwe0wHLdixQqSk5Ot/T3UOThqyPOFdzywCtgNLFTVnSIyQ0TuABCRG0VkP5AGzBOR8lkDOwEficj/AH+nrI8gIIkgYH0EIrIGaFbFrsdVdZnnmMcp6wTJqFS2F3BGVS85XaWI/A74nXMRm5oyYsQIHn74YX7729/6vIpWMMvKymL06NFuh2H85PQbw6q6AlhR6bMnK/y8hSpaRVR1E3Cdo8FcQsBqBKraX1W7VLGVJ4ExwO1AuuoP/uRHcIXagKq+XN4uF5g7MIGSmppK06ZNef31190OxTGqSk5ODqmpqW6HYvwVgbOPujVqKBWYCiSp6plK+6IoqyIluhGbCTwR4bnnnuO2226jY8eO9O3b1+2Q/Hbo0CEaNGjAT3/6U7dDMf5QwmrqCG+51Ufwn0BDINvz6vRLFfYlAvs9veQmTPXo0YOMjAyGDh1Kbm6u2+H47eOPP+aaa65xOwzjJ8H76SXCadI5V2oEqnrJhVFVdR3Qu+aiMW655ZZbeOONNxg0aBB5eXk0a1ZVl1LwO3fuHE8++SSTJ092OxTjhDB6wHsrGEYNmQiWmprK3XffzfTp090OpVo+/fRTevXqRceOHcPyJbmIFIF9BJYIjOsef/xxFi9eHHLvFmRlZXHTTTfx+9//ngULFtiw0XBQ3kdg01AbU7MaNWrEY489xtSpU90OxWsrV67koYceYu3atdx///2WBMJIJPYRWCIwQWHcuHHs3LmTtWvXuh3KFR04cIDRo0fz9ttvc/3117sdjnGUQmmp91uYsERggkLdunWZNWsWEyZM4MKFC26Hc1nTpk3j3nvvDYthr6YSxfoIjHHToEGDaNmyJS+++KLboVzSe++9x8qVK0OqGcv4KAL7CMLn/X4T8kSEv/zlL/Tp04eBAwcG3bj8zz//nHvuuYelS5cSExPjdjgmQMKp7d9bViMwQeWaa65h+vTp3H333UHVRPTFF18wYMAAnnrqKfr06eN2OCaQrGnIGPeNGzeOmJgY/vjHP7odCgB5eXn07duXSZMm8cADD7gdjgkkBUrV+y1MWCIwQUdEmD59OsuWLXM7FDZs2ED//v15/vnnGTdunNvhmIBzfM3ikGB9BCYoNWzYkLNnz7oaw+LFi3nggQd488036d+/v6uxmBoURg94b1kiMEGnqKiIGTNm0LhxY1eur6rMnDmTuXPnsmrVKrp1C8jqgCZYWSIwxn3lc/svXbq0xq+9Z88eHnzwQQ4dOsTmzZtp3rx5jcdgXFTeRxBhrI/ABJ26desyefJkZs+eXWPX/Oyzz5gyZQq9evUiKSnJkkDEUtBS77cwYTUCE5SGDBnC3LlzA3b+wsJCcnJyyM/PJysri6+//pr09HQ+/vhjWrZsGbDrmhBgTUPGBI9jx45x9uxZ6tevf8VjVZUtW7aQmZlJ7dq1OXXqFNu2baN+/fpcf/31XHfddVy4cIGsrCxiY2M5fPgwpaWlxMfHM23aNFJSUsJq/WRTTRHaNGT/55ugdPXVV3PixAkaN25MQUEBDRs2/MExJ06cIC8vj9zcXN544w3Onj3L6NGjqVevHi1atCA9PZ1z586Rl5fHpk2bKCoqYsqUKRQWFrJ9+3aefPLJKs9rIpzVCIwJDtHR0Rw9epSpU6fSsWNH+vTpw7x582jUqBF5eXlMmDCBrVu30qVLF7p3786cOXO46aabiIr6YbdXVUM/09PTa+I2TCiKwERgncUmaMXExDBv3jzWrFlDq1at6NatG8nJyfTv35/09HROnDjB5s2bmTt3LklJSVUmAWN84/wLZSKSKiKfiUi+iPxLFfsTRWSbiBSLyLBK+8aIyOeebYxDN/nDGDUMsp+IaDjch7m83Nxczpw5Q3x8vGvvGJiaJSKoao2t+vOT6CbaJzbN6+NXHp67VVVvuNR+EakF/C9wC7Af2ALcpaq7KhzTGvgx8AiwXFUXeT5vBHwE3EBZ78VWoIeqHvPtrq7MmoZMyEhISHA7BBMJnP1S2RPIV9W9ACKSBQwCLiYCVf3Ss6/yeNRbgWxVPerZnw2kAplOBgjWNGSMMd/nW9NQrIh8VGH7XaWzNQf2Vfh9v+czb/hT1idWIzDGmIt8nlX0yOWahoCqmrW8vYA/ZX1iNQJjjCmnoFrq9eaF/UDFNxRbAAe9jMafsj6xRGCMMRU5ux7BFqCDiLQRkTrACGC5l5GsAlJEJEZEYoAUz2eOs0RgjDEVOTh8VFWLgfGUPcB3AwtVdaeIzBCROwBE5EYR2Q+kAfNEZKen7FHg3ylLJluAGeUdx06z4aPGmKBV48NHa8VqQoM7vD5+VeF/XXb4aKiwzmJjjKkoAr9UWiIwxpgKtDR8ppf2liUCY4y5KLzWIvaWJQJjjCmnQEmJ21HUOEsExhjjoYDaegTGGBPBVMNqCUpvWSIwxpgKrEZgjDGRLgJrBGHzQpnbMRhjAuIrVW1dUxcTkZVArA9FjqhqaqDiqSlhkQiChYh8FA5vGV5KON9fON8bhP/9Gf/YXEPGGBPhLBEYY0yEs0TgrJfdDiDAwvn+wvneIPzvz/jB+giMMSbCWY3AGGMinCUCh4lIVxHJFZEdIvI3Efmx2zH5S0QmisgnIrJTRCa5HY+/RKSliPxdRHZ77mmi5/O3RGS7Z/tSRLa7HWt1iUgtEflYRN71/P66iHxR4f7i3Y7RBA97ocx5rwCPqGqOiNwLTAGecDmmahORLsBvgZ5AEbBSRN5T1c/djcwvxcBkVd0mIg2BrSKSrarDyw8QkeeAE65F6L+JlK2IVfGLyBRVXeRSPCaIWY3Aef8ErPf8nA382sVYnNAJ2KyqZzzL7uUAQ1yOyS+qekhVt3l+PknZA7N5+X4REeBOINOdCP0jIi2AX1H2pcSYK7JE4LxPgPK17tKAli7G4oRPgEQRaSwiPwIGEPr3dJGItAa6Af+o8PFNQEEI13pmA48CledKeFpE8kTkeRGp60JcJkhZIqgGEVnjaTOvvA0C7gXGichWoCFlzSkhS1V3A3+irHazEvgfyppWQp6INAAWA5NUtbDCrrsI3drA7cA3qrq10q7HgI7AjUAjYGpNx2aClw0fDSARuQZYoKo93Y7FKSLyH8B+VZ3rdiz+EJFo4F1glarOqvB5beAA0ENV97sVX3WJyB+BuylL1vUo6yN4R1VHVTgmmbJ+rNtdCdIEHasROExEmnj+GwX8G/CSuxH5r8I9tQKGEqLflst5+gBeBXZXTAIe/YFPQzEJAKjqY6rawjNR2wjgv1V1lIj8DC7e+2DKmvyMAWzUUCDcJSLjPD+/A/yXm8E4ZLGINAYuAONU9ZjbAfnpF5R9a95RYYjov6rqCsoeniGd6C4hQ0TiAAG2A//scjwmiFjTkDHGRDhrGjLGmAhnicAYYyKcJQJjjIlwlgiMMSbCWSIwxpgIZ4nABCUROeV2DMZECksExhgT4SwRmKAmZZ71zOW0Q0SGez5PFpF1IrJIRD4VkQzPW7PGGB/Zm8Um2A0F4oGuQCywRUTKp/nuBnQGDgIfUPbG8EY3gjQmlFmNwAS7vkCmqpaoagFl6yHc6Nn3oaruV9VSyqZNaO1SjMaENEsEJthdrrnnfIWfS7AarjHVYonABLv1wHDPGrxxQCLwocsxGRNW7BuUCXZLgATKFsRR4FFVPSwiHd0Ny5jwYbOPGmNMhLOmIWOMiXCWCIwxJsJZIjDGmAhnicAYYyKcJQJjjIlwlgiMMSbCWSIwxpgIZ4nAGGMi3P8BBeRVT3AwMFsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a057e30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "poly = ((2,-16),(4,-2),(16, -4),(14, -14))\n",
    "#ds4 = ops.subset_spatial(ds3, region=poly)\n",
    "ax = ops.plot_map(ds4, var='first', region=africa)\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(ds.lon.sel(lon=slice(-20, 60)))\n",
    "plt.yticks(ds.lat.sel(lat=slice(-40, 40)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (lat: 1, lon: 1, time: 2)\n",
      "Coordinates:\n",
      "  * lat      (lat) float64 -9.0\n",
      "  * lon      (lon) float64 9.0\n",
      "  * time     (time) int32 1 2\n",
      "Data variables:\n",
      "    first    (time, lat, lon) float64 0.07769 0.2844\n",
      "    second   (time, lat, lon) float64 0.8599 0.744\n",
      "Attributes:\n",
      "    geospatial_lon_resolution:  0.0\n",
      "    geospatial_lon_min:         9.0\n",
      "    geospatial_lon_max:         9.0\n",
      "    geospatial_lat_resolution:  0.0\n",
      "    geospatial_lat_min:         -9.0\n",
      "    geospatial_lat_max:         -9.0\n",
      "    geospatial_bounds:          POLYGON((9.0 -9.0, 9.0 -9.0, 9.0 -9.0, 9.0 -9...\n",
      "    history:                    \\nModified with Cate v2.0.0.dev4 cate.ops.sub...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\core\\dtypes.py:23: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if np.issubdtype(dtype, float):\n"
     ]
    }
   ],
   "source": [
    "ds5 = ops.subset_spatial(ds4, region=poly)\n",
    "print(ds5)\n",
    "#ax = ops.plot_map(ds5, var='first', region=africa)\n",
    "#ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "#plt.xticks(ds.lon.sel(lon=slice(-20, 60)))\n",
    "#plt.yticks(ds.lat.sel(lat=slice(-40, 40)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (lat: 1, lon: 1, time: 2)\n",
      "Coordinates:\n",
      "  * lat      (lat) float64 -9.0\n",
      "  * lon      (lon) float64 9.0\n",
      "  * time     (time) int32 1 2\n",
      "Data variables:\n",
      "    first    (time, lat, lon) float64 0.07769 0.2844\n",
      "    second   (time, lat, lon) float64 0.8599 0.744\n",
      "Attributes:\n",
      "    geospatial_lon_resolution:  0.0\n",
      "    geospatial_lon_min:         9.0\n",
      "    geospatial_lon_max:         9.0\n",
      "    geospatial_lat_resolution:  0.0\n",
      "    geospatial_lat_min:         -9.0\n",
      "    geospatial_lat_max:         -9.0\n",
      "    geospatial_bounds:          POLYGON((9.0 -9.0, 9.0 -9.0, 9.0 -9.0, 9.0 -9...\n",
      "    history:                    \\nModified with Cate v2.0.0.dev4 cate.ops.sub...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\core\\dtypes.py:23: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if np.issubdtype(dtype, float):\n"
     ]
    }
   ],
   "source": [
    "ds6 = ops.subset_spatial(ds5, region=poly, mask=True)\n",
    "print(ds6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x34129d0>,\n",
       "  <matplotlib.axis.YTick at 0x34129f0>,\n",
       "  <matplotlib.axis.YTick at 0x36775d0>,\n",
       "  <matplotlib.axis.YTick at 0x36e0430>],\n",
       " <a list of 4 Text yticklabel objects>)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a22c710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test with the polygon crossing lat boundary, but not including any vertices and centers\n",
    "poly = ((2, 2), (4, 16), (34, 15), (30, 5))\n",
    "ax = ops.plot_map(ds4, var='first', region=africa)\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(ds.lon.sel(lon=slice(-20, 60)))\n",
    "plt.yticks(ds.lat.sel(lat=slice(-40, 40)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (lat: 1, lon: 2, time: 2)\n",
      "Coordinates:\n",
      "  * lat      (lat) float64 9.0\n",
      "  * lon      (lon) float64 9.0 27.0\n",
      "  * time     (time) int32 1 2\n",
      "Data variables:\n",
      "    first    (time, lat, lon) float64 0.4853 0.3834 0.6179 0.5871\n",
      "    second   (time, lat, lon) float64 0.5823 0.3344 0.2055 0.9821\n",
      "Attributes:\n",
      "    geospatial_lon_resolution:  18.0\n",
      "    geospatial_lon_min:         0.0\n",
      "    geospatial_lon_max:         36.0\n",
      "    geospatial_lat_resolution:  0.0\n",
      "    geospatial_lat_min:         9.0\n",
      "    geospatial_lat_max:         9.0\n",
      "    geospatial_bounds:          POLYGON((0.0 9.0, 0.0 9.0, 36.0 9.0, 36.0 9.0...\n",
      "    history:                    \\nModified with Cate v2.0.0.dev4 cate.ops.sub...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\core\\dtypes.py:23: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if np.issubdtype(dtype, float):\n"
     ]
    }
   ],
   "source": [
    "ds5 = ops.subset_spatial(ds4, region=poly)\n",
    "print(ds5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (lat: 1, lon: 1, time: 2)\n",
      "Coordinates:\n",
      "  * lat      (lat) float64 9.0\n",
      "  * lon      (lon) float64 9.0\n",
      "  * time     (time) int32 1 2\n",
      "Data variables:\n",
      "    first    (time, lat, lon) float64 0.4853 0.6179\n",
      "    second   (time, lat, lon) float64 0.5823 0.2055\n",
      "Attributes:\n",
      "    geospatial_lon_resolution:  0.0\n",
      "    geospatial_lon_min:         9.0\n",
      "    geospatial_lon_max:         9.0\n",
      "    geospatial_lat_resolution:  0.0\n",
      "    geospatial_lat_min:         9.0\n",
      "    geospatial_lat_max:         9.0\n",
      "    geospatial_bounds:          POLYGON((9.0 9.0, 9.0 9.0, 9.0 9.0, 9.0 9.0, ...\n",
      "    history:                    \\nModified with Cate v2.0.0.dev4 cate.ops.sub...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\core\\dtypes.py:23: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if np.issubdtype(dtype, float):\n"
     ]
    }
   ],
   "source": [
    "poly = ((2, 2), (4, 16), (16, 15), (15, 5))\n",
    "ds5 = ops.subset_spatial(ds5, region=poly)\n",
    "print(ds5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x1a1ad530>,\n",
       "  <matplotlib.axis.YTick at 0x379bdd0>,\n",
       "  <matplotlib.axis.YTick at 0x37d0a10>,\n",
       "  <matplotlib.axis.YTick at 0x3843650>],\n",
       " <a list of 4 Text yticklabel objects>)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Cgo0bN1K2bFmCg4MpXbp0at0hQ4ZQtWpVhg4dmut+TR1DjwhqeNvITTkYEVR2NY01AnVEYCCOHTvGtm3b+Pvvv1OPOTg4sHz58nR1k5KSuHjxImFhYdjb21O/fn2j3F0SEhJCbGxsjp2ODMWhQ4cICwsjJCSE33//na+//pq5c+dSsGBBAMqUKUPr1q310teWLVu4fv06hw4dwsnJiaVLl6Ya/bRGAKBcuXKEhYXppV8V/SIBrfE/U+od1RAYgOfRNefPn69TNEcrKyu8vb2NcgTwnN9++42PP/6Y+fPnG+0UhxACV1dXXF1dadGiBWPHjsXW1jZP5uVnzJhB165dad++PXZ2dvTv35+goKAMwy08fPhQDXJnxGgwvoeuvEadGspjNBoNn332GdevX2fTpk1G+WSfU+Lj47Gzs+P48eP4+voqLceoiIiIoGjRopn6fAQGBtK5c2eCg4MpW7asgdXlPww9NeTlbSPX7iilc33vcndMYmrIOB/lTAApJfv376du3bqcPHmSRYsWmYQRALC1tcXX15dNmzaxadMmjNUIK4Gjo2OmRiAxMZE+ffqwaNEi1QgYMVopdC66IIRoJYS4JIS4IoQYm0W9rkIIKYR4LeW1uxDiqRDibEpZoqdbTIc6NaRnNBoNW7duZebMmYSHh/PNN9/QpUsXkzECz5k5cyYrV65k1KhRCCHo3Lmz0pKMns2bN+Pk5MQ777yjtBSVTEiONaS/z6oQwhJYCDQHwoAgIUSAlPLiS/WKAEOBky81cVVKWUtvgjJBNQR65Ny5c3Tt2pUSJUrw2Wef0bFjR4M6eBmSBg0a0KBBA3bv3k2/fv0IDQ3lnXfeoXLlyiZn9PTBcy9jfYVeUMkbJAKNfidKfIArUsprAEKItUBH4OJL9b4CZgCj9Nm5rqiGQE+EhobSunVrZs+eTY8ePczmy7BVq1Zs27aNZcuW0aRJEwoWLEjbtm0pV64c165do1q1atStW5c6depQoEABvfZ9+/ZtgoKCCA0NpWzZslSuXJkqVaoo5mCXFevXr+fp06d06NBBaSkq2aDrlE8KJYQQp9K8/lFK+WOa187A7TSvw4AXFtaEELUBVynldiHEy4agvBDiDBALjJdSHs2JOF1R1wj0QGRkJC1atOCbb77Bz8/PbIzAc+rVq8eSJUsICwtjw4YNlCpVihs3buDh4cFff/2Fv78/ZcqUoXfv3mzfvj3XO2ZiYmL48MMPqV27NsuXLycqKor9+/czfPhwKlSoQOnSpTl48KCe7k4//Pzzz0ycONFkR4imwvOpIV0LEC6lfC1N+fGlJjP6MkhdVBNCWABzgJEZ1LsHlJNS1gZGAGuEEEX1cqMvoY4I9MC+ffuoWbMmffv2VVqKogghqFWrFrVqpZ/SvHfvHhs3buTbb7+lT58+fPXVV3z88cc57uOvv/6ibdu2tG3blqtXr6YLcialZO/evfTq1YvBgwfTpEkTGjVq9Mr3pA+ePXvGsWPHWLNmjaI6VHRBoJF6fT4OA9J6W7oAd9O8LgJUBw6nPECWAQKEEB2klKeAZwBSytNCiKtAZSDtCEQvqCMCPbBt27Zsk66bO05OTvj7+3P06FGOHz/OxIkTcxyzPjExkb59+zJ58mSWLFmSYaRLIQQtW7Zk8eLFJCQk0KdPH5ydnXnjjTd49913+f333/V1SzqzceNGatWqlWEiHxXjIjnEhIXORQeCAA8hRHkhhA3QAwhI7U/KGCllCSmlu5TSHTgBdJBSnhJClExZbEYIUQHwAK7p+ZYB1Y8g19y7dw9PT0+uXr2qk7OYSjIjRowgMTExNRaPLpw6dYquXbty/fp1naffNBoNd+/e5datW/z11198+eWXdOrUKTXfg0ajwdPTkxYtWlCzZs0sneNu3rzJiRMnuH//PuHh4bi6uuLt7Y2Pj0+m10kpsbS0ZPv27bRp00bne1VJxtB+BJVrFJQLA9x1rt+iQmi2fgRCiDbAXMASWC6l/FoIMYXkxPcBL9U9DIxKMQRdgClAEqABJkkpt+XkfnRFNQS5ZMKECURGRrJw4UJF+s+vPHz4kOrVq1OuXDl8fX1p0KABLVq0yHKhNzExkVKlSnHx4sVXzou7f/9+Ll++nJrvQQjBmTNn2Lt3L9HR0bRq1Yp27drRsmVLihZNno6Ni4vjp59+YsqUKTRu3BgnJyccHR25efMmR44coUOHDtja2lK3bl2aN2+eOlJJSEhg+vTpLFq0iKtXrxplhFZjRwlDsCCgvM71W1UIMQmHMnWNIJeEhISoe+hfgZIlS6YG2Dtx4gRr165l8ODBeHt7065dO9q1a4eXl9cL11hZWVGtWjWOHDlCjx49XqnfZs2a0axZswzP3bhxg507d7J8+XIGDBhAw4YNqVChAuvWrcPX15ejR4+my9t748YNqlSpQvPmzTl79iz9+/endOnSODo6piYjOnnypGoE8gnJi8XmN2OujghyybRp04iKisp1InaV5NAVhw8fZvv27WzdupXy5cszZswY2rRpQ3x8PMOHD+fcuXPs2rUrz+fbHz9+zI4dO7h8+TK9evWifPnMnxL//PNPvL29sbW1JS4ujrCwMCIjIylUqJBRx4vKDxh6ROBRo5D8bmv6+FCZ0aHieZMYEaiGIJfs2bOH6dOnc+jQIUX6N1WSkpL47bffmD59OlqtlujoaHx9fVmxYkWW+YFVcs+mTZv4448/GD16NGXKlEnNpaDEtmhDG4JKNQrJ2VvTp27NjE4Vz5mEIVCnhnKJt7c3wcHBSCnNzn8gL7GyssLPz48ePXpw4MABihQpYtQB7mJjY3n8+HG+jSF04cIFZsyYQaFChdi8eTOdOnXC09MTR0dHrl+/zqJFixg0aJDSMg2CxnB2x2gwv8kwPZKQkMDgwYNp0aKFagTyCCEEzZo1M2ojANC3b1+cnZ0zDcAXExODVmu8ua8KFCjA6tWrKVWqFPv27WPJkiWcP3+e3377LTWr3uPHj5WWmec8DzGhazEVTOdODExCQgLdunXDwsKC1atXKy1HRWG6du0KQEBAQLpzsbGxFCtWjKVLlxpals5UqlSJEiVK0LNnT2rUqAGAs7MztWrVol69ejRp0sRs1sG00kLnYiqYzp0YkMOHD9OwYUMsLCxYt25dhsnMVcyLLl26ANCvX790o4JvvvkGwOgXjsuUKcONGzcyPPf111/z/fffc/fu3QzPmwrPdw2pIwKVTJFSMn78ePr27cunn37Kxo0bVSOgAiTnaBg6dCjR0dFs2/aiz8/69euB5JhMxswnn3zC/PnzMzzn5ubGoEGDGD58uEnnn5AINFL3YiqohkBHnj17xnvvvcf+/fsJCgrCz8/PaFM0qijDZ599BsA777xDeHg4ANevX+fatWt4e3vnSYpMfdKzZ8/UaK4ZMXHiRC5evMiqVasMrMyw6DnERL5AsTsRQrgKIQ4JIUKEEBeEEMNSjq9Lk5HnhhDirFIaf/31V5o2bYqHhwf29vYkJiZy6NAhSpXSPZWdivng4uLCrFmz0Gg0NG3alIcPH/Ltt98CcP/+fTp37kxMTIzCKjOnYMGCfPTRR3z33XeZnl+9ejUjRozg6tWrBlZnGKQEjbTQuZgKivkRCCGcACcpZXBKdp7TQKe0mXuEELOBGCnllGza0qsfgZQSf39/9u3bx6xZs6hSpQqurq4UKlRIb32omCaJiYnUrVuXxMRE4uPjefr0KUeOHOH+/fv8/PPPxMXFsXbtWqPdZfbgwQOqVKnCmjVraNWqVYY6Fy9ezJgxY6hbty7t2rXDz88vz7bNGtqPwL16ETl+k+4JwQZW+cMk/AgUM2lSyntSyuCU3x8BISQncQBAJL8DuwO/Glrbzz//zIkTJwgKCqJDhw5UqVJFNQIqOmFtbc2sWbOwsLBgypQpHD9+nCpVqvDWW2+xaNEiQkND+fHHl0PWGw+lSpXil19+YfTo0ZmG8fjoo4+4f/8+I0eOJDQ0lNq1a7Nr1y4DK80bJOY5IjCKOxFCuAO1eTFfZyPgXynlZUNqCQ8PZ+zYsSxdujTDMMcqKtnRvHlz7OzssLOzo0KFCqnHCxYsyPr16xk/fjxnzpxRUGHWdOjQgVOnTnH8+HHmzJlDUlJSujqFChWiXbt2LF26lA0bNjBw4EC++OKLDOsCnD9/ni+//JIWLVrg4eHByJEjU9dRjA1115ACCCEKAxuB4VLK2DSn/MhiNCCEGCSEOPVSmrhcodVqGTFiBH5+ftSpU0dfzaqYGUIIxo8fz9SpU9PtsKlSpQrz58+ne/fuxMbGZtKC8hQoUIADBw6wbds2fH19CQsLy7Ruo0aNCA4O5uTJk1SvXp2RI0eye/du4uLiOHnyJB06dKBFixY8efKETz75hPXr13Pt2jWj9EuQCLRS92IqKBprSAhhDWwH9kgpv0tz3Aq4A9SVUmb+Dvyvfq7XCA4dOsSoUaOwsbFh7969ajwblVyh1WqpXbs206ZNo23btunOf/DBB9jZ2TFv3jwF1OmOlBI/Pz/efPNNhgwZkmVdrVZLUFAQ+/btY+/evZw+fZqSJUsyevRo+vfvT8GCBdm5cyfx8fFUqlSJ9u3bc/369Sx33xl6jaBc9aJy5AYfnesPr3bAJNYIFNvPlrIGsAwISWsEUmgGhOpiBPRBUFAQ7777Lt9//z3dunUz2oU8lfyDhYUFX3zxBRMnTqRly5bpto5OmzaNatWqMWLECNzc3BRSmT1CCBwcHHj69ClSShYsWEBISAizZ89Ot25mYWGBr68vvr6+jB8/nidPnmBjY4O1tTUAf/zxB23btsXNzY3r169TuHBhAgMDadCggRK3liESTMpjWFeUvOMGQG+gSZrtos9TOPXAQIvEWq2WTz75hBkzZtC9e3fVCKjoja5du+Lg4JDhFEipUqX4+OOPGTBgAFFRUQqo053bt2/j5OTE7t27WbhwIeHh4dmODgDs7OxSjcCRI0d45513qFq1Kl26dEEIgZ+fH+PGjeO7775jw4YN/Pnnnzx58iSvbycbdE9cr8kwL33+RLERgZTyD8j4Lyml7GcoHdeuXSMsLIw+ffoYqksVM8HCwoLly5dTp04dunfvTsWKFV84P2HCBPz9/enfvz9btmxRSGX2fPDBBwwfPhyAGTNm4O7ujr+/v87X79q1i759+7J27VqmTZuWmhho6NCh2NnZcfPmTY4dO8aNGzcIDQ2lYsWK+Pj4KLJOZ64jAuN2dTQA0dHRODo6ql7CKnlCuXLlGDFiBKNGjWLTpk0vjDitra2ZN28elStXJigoyGhDUHTq1Im//vqLSZMm4ezsTHx8vM7XLl68mClTprBlyxbq169PQEAAFy9epHXr1hQtWpRPP/30hfrPnj3j/PnznDx5krNnlfElNaUnfV0x+2+/9evX8/bbbystQ8WE+fTTT7l8+TJLlixJd87W1hZPT0+uXLmigDLdGTZsGAB///03GzZsoF27dlnWl1IyduxY5s2bxx9//EH9+vUB8PHxYcuWLZmG5C5QoACvvfYaH3/8sSL+FlIKNfqoOSGlZMmSJfz000/pnkpUVPRJwYIF2bp1K5MnT+b3339Pd75Xr17MmTPHqPMV2NvbExgYSMeOHTl37hyurq6ZBp+TUjJixAj279/P8ePHX5gSe/fdd0lMTDRqpzpzdCgz26mhiRMnsmPHDnbv3o27u7vSclRMnIoVK7Jq1SreffddTpw48cJOoV69evHLL7/g6enJRx99hL+/P5aWlgqqzZjXX38dSB4ddOnSheDgYOLi4rhy5Qo2NjYUKFAAOzs7YmJiiIyMZP/+/RQrVuyFNiwtLVm+fDlvvvkmAIMGDTKqaVkJaPU8NSSEaAXMAyyBn6SU0zOp1xX4DagnpTyVcmwc8D6gAYZKKffoVdzzvk0hpGxO/QiWLVvGN998Q2BgICVLlsxDZSoqL9KuXTtcXFzSTRNJKQkMDGTcuHHY29uzZs0aChcurJDK7Fm1ahVHjhyhbt26VKlShaSkJJ4+fUpcXBzx8fF07tw5S8/8Cxcu8P777xMbG4uPjw+1atWiVatWVK1a9YV6hvYjKOvlIN9f+7bO9ad6b8nSj0AIYQn8AzQHwoAgwC9tTLWUekWAHYAN4C95IDaAAAAgAElEQVSlPCWE8CR596QPUBbYD1SWUmpydFM6YHaGIDIyEg8PD44dO5buTaeikte4urqyd+9eqlWrluH5hIQEevbsibu7O7NmzTKwOsOi0Wg4deoU58+fJygoiB07dlC+fHn27NmT6qNgaEPg5OUgB/zaWOf602puzs4QvAFMllK2THk9DkBK+c1L9eaS/EU/ChiVYgheqCuE2JPSVmDO7ip7jGdMZiDmz59Pp06dVCOgogiFCxfm6dOnmZ63sbFh3rx5LF++3OSzgVlaWuLr68sHH3zADz/8wO3bt3Fzc2Pw4MGKJr/Rc6whZ+B2mtdhpAmuCSCEqA24Sim35/RafWF2hmDXrl306tVLaRkqZkqfPn3o3LkzJ0+ezLSOs7Mz/fv3Z9q0aQZUpjxCCH744QfOnTvHggULFNEgESRJS50LUOJ5zLOUMuilJjMazaRaOSGEBTAHGJlBvSyv1SdmtViclJTEo0ePjHp3hoppM27cODw9PWnfvj2TJk1iyJAhGXqzjx07lkqVKjF16tR0C66mjJ2dHVu2bOHNN99k06ZNBu8/OTFNjmaiwrOJNRQGuKZ57QKkHeoVAaoDh1PeB2WAACFEBx2u1RtmMyKQUjJlyhTKli1L06ZNlZajYsZ07NiRwMBAli5dyoABAzJ8MClZsiRSSrMMeVK+fHnOnDnDqVN6CyycI/QcfTQI8BBClBdC2JAcPifg+UkpZYyUsoSU0l1K6Q6cADqk7BoKAHoIIQoIIcoDHsCf+r5fMCNDMGjQILZv387y5cvN8sOlYlxUrFiRwMBALl68yJo1a9Kdl1ISFxdHwYIFFVCnPF9++aUiU7jJYaj151AmpUwC/IE9JCffWi+lvCCEmJLy1J/VtReA9cBFYDfwcV7sGAIz2jVUunRpgoODcXbOk7UWFZVXYvXq1axbt46AgIB05zw8PAgICMh0h5GpcvbsWVq2bElISAiOjo4G3TVUytNRdl3VWuf6i+uuNokw1GYxIkhMTCQyMpIyZcooLUVF5QXatWvH4cOHM0xS4+3tzeHDhw0vSkF2795Ny5YtmTNnDsWLFzd4/8lB58wvMY1ZGIK4uDisra2z3KmhoqIEcXFxFChQgEuXLqU7N378eCZNmsStW7cUUGZ4Hjx4QK9evdiwYQM9e/ZUSIUaa8hksbe3Z8OGDXTq1ImtW7cqLUdFJZXg4GCqVauWYeTR2rVr8+mnn9KvXz+T3ukWGRnJ5s2bGTVqFL1796ZRo0aK6tEidC6mglkYAoA2bdqwadMm/P39s3ToUVExJJUqVeLevXuZnh89ejSJiYk0bdqUbdu2GVCZYdBqtbRt25bZs2fz4MEDxo8fr6ie59tHdS2mgln5ETRs2JBSpUoRGBhIkyZNlJajooK7uzu3bt0iMTExNZtXWiwtLdm3bx8BAQF8/PHH3Lt3j0GDXvZZyr+cOnWKqKgoQkJCjGY3nylN+eiKWRkCgBs3buDp6am0DBUVIDn+fqVKlTh79mymiWlsbW3p3r07derUSX2AMRVjEBgYyFtvvWU0RiB5+6hxaDEkZmf6HBwciIiIUFqGikoq7dq1y3D76MtUqlSJgwcP8tlnnxETE2MAZXlPxYoVuXHjhtIyXkBdIzADOnXqxPnz55WWoaKSSocOHXTexFCpUiUaN27M5s2b81hV3hIeHs6YMWOYN28ed+7cUVpOKur2UTOhUKFChIaGKi1DRSWV119/nX///ZejR4/qVN/Pz4/ly5crGqEzN/z22294enoSFxdHr169WLt2rdKSXkDdPmoGuLq6cvv27ewrqqgYCEtLS3788Ue6devG6NGjs00O/8477xATE8Ovv/5qIIX6Zfz48fz6668sWLCAfv36Ub16daUl/UcORgOmNCIwu8ViR0dHwsPDlZahF7T3KystIc/oe/NNpSXkOSt9f0r9vWPHjtSvX5+PPvqIunXrcuzYsUyjjlpbW7N06VI6duxIy5YtcXR0NJTkVyY4OJjLly8THh5OeHg4b731ltKSMiQvUlXmB8xuRHDnzh013pCKUVKyZEl+++036taty9y5c7Os6+Pjw/vvv88bb7xh9B7zEyZMoH379mzcuJEjR46wc+dOrKyM9xlUHRGYAdeuXaNChQpKy1BRyRAhBJMmTcLX15dhw4bh4OCQad2pU6dSs2ZNWrRowZ07d4wyx7GUkv/973/s27cvX2zbfr5YbG6Y1YhAo9Fw8OBBvL29lZaiopIpFStWpEOHDtmOCgC6detG1apV2bhxowGUZY9Wq2Xt2rW0a9eOIUOG0KRJE4oVK4abm5vS0nRGHRGYOGvXrqVw4cI0b95caSkqKlny+eef8/rrrzNhwoRsp1F++OEHWrRoga+vryK5uKOioli/fj1//vknx48fx97enk8++YSIiAjq1atH7969jXoqKC3m6lCWP/47euLhw4fUrl3baLwYVVQyo1KlSpQrV47jx4/z5ptZL5zXqlULPz8/Nm3axOeff24ghcmMHj2aH374gZYtW9KsWTMGDBhA/fr18/VnzBwXi83KEJQoUcLs4rs/JylJsmhFNFotlHC0pFQJS0o6/lcKFDCrWcJ8Qfv27QkICMjWEADUrVuXvXv3GkDVf1y5coUVK1Zw7dq1fLFzSSekea4RmI0hkFKydOlSPvzwQ6WlKML1W4l8NSeSXu8UJehcPA8jNDwM1/AwQkN4pIaCthaUTDEQJVKMQ6mUn6rhUIZevXrRsGFDXnvtNXr06JFl3atXr1KkSBEDKUtmz549tGvXznSMAOa7WGw2huDXX38lPDycbt26KS1FEaJitFQoZ83cqSXTnZNSEh2jTTYOERoePDcQERpu3E5SDYdCVK5cmQMHDtCmTRsuXrzIhAkTMoxQChAWFoaLi0uea5JScvjwYb7//nsOHTrE0qVL87xPQ6MaAhPl1q1bDB8+nN27d2f6QTJ1omM02Ntn/GUshMChmCUOxSypXDH7tnJjOEo6WlLyuZEobsnrr9nSoaXxbXs0FmrUqMGff/6ZOve+cuXKDBeEly9fzrvvvpsnGp4+fcrhw4fZsWMHO3bsoGDBgvj7+/Pzzz8bfBSS16iLxSbKtGnTmDlzJpMmTaJOnTpKy1GMqBgtDvaWemlLX4bj6o1Ehox5oBqCbHBycmLnzp388MMPNGzYkIkTJ+Lv74+FxX+GfevWrYwcORIppd4Wag8dOsR3333HkSNHqFWrFm3btiUgIIDq1avn68Xg7JBmaAhMfrzu5uaGlZUVJUumnxIxJ6JjtBQrqsy/+7nhqFzRhgY+BencpjCDetvTp3sRihXVj3EydYQQDB48mMDAQNasWUPXrl1JSEhIPd++fXsSExMJCQnJdV9SSqZPn07Pnj3p3r07N2/e5Pfff2fMmDHUqFHDpI0A6D8MtRCilRDikhDiihBibAbnBwshzgshzgoh/hBCeKYcdxdCPE05flYIsUTPt5qKyY8IevXqhbe3N2+//TYtWrQwW4MQHaPBoZhxfelGRWsplsl0lUrGeHh4cPToUbp27Yqfnx9r167F2toaIQTNmjVj7969r+TBe+nSJa5cuYKVlRU//vgjYWFhBAUFGWTdwZiQEjRa/b0nhRCWwEKgORAGBAkhAqSUF9NUWyOlXJJSvwPwHdAq5dxVKWUtvQnKBLP4FNaoUYOePXsybdo0paUoRnSsciOCzIiO1aiG4BWwtrZm/fr1PH36lP79+6cmtu/Xrx9z587NUaJ7rVbL/PnzadiwIXPmzGHmzJlUrVqV33//3eyMQDJ6jz7qA1yRUl6TUiYAa4GOaStIKWPTvLQjefOSQTH5EcFzBg8eTPPmzZkzZ47SUhQhKlqDm4tx/bujorXq1NArUqBAATZs2EDr1q3x9/dn4cKF1K9fn1u3bmV6TWRkJL///jv//vsvMTExXLp0iR07duDh4UFgYCCVKlUy4B0YL3peI3AG0sa9DwN8X64khPgYGAHYAGkTqpcXQpwBYoHxUkrdklbkELN5HDt79iy+vun+/mZDdKyWYnpaLNYXMbFaHIqZzVtQ7xQqVIht27Zx8uRJJk6cSEJCAtbW1sTFxaWre/78eXx8fFiyZAmnT5/m4cOH1KpVi+PHj3P06FHVCKTwChnKSgghTqUpLyeTzsiqpHvil1IulFJWBMYA41MO3wPKSSlrk2wk1gghiurtZtNgXI+IeUjx4sVNJs/rqxAVrcXByKZhomI0Rjddld8oWrQou3btonXr1hw7doxq1aqxcOFCPvzwQx4/fsyePXu4f/8+8+bNY9y4cXz66adKSzZuZPI6QQ4Il1K+lsX5MMA1zWsX4G4W9dcCiwGklM+AZym/nxZCXAUqA6dypFAHzOZT6OPjw6lTp9BoNEpLUYSYWI3RjQiiY7RGt4CdHylVqhQnT56kefPmnDt3jnnz5uHm5oanpycHDhwgNDSUbdu2qUZAR/S8aygI8BBClBdC2AA9gIC0FYQQHmletgUupxwvmbLYjBCiAuABXNPDLabDbEYEjo6OlCtXjtWrV9OnTx+l5RicZD8C47L7UTEaPKvYKC3DJLCysmLcuHGsWbOG5cuXU69ePb36FEDy9FJ4eDj169enQIECemvXmJDod41ASpkkhPAH9gCWwHIp5QUhxBTglJQyAPAXQjQDEoEooG/K5W8CU4QQSYAGGCyljNSbuDSYjSEAWLFiBY0bN8bLy4u6desqLcegRMcY31bNaD06uZk7Fy5cYOLEidy/fx93d3cAvRmBhw8f8vXXX7N+/XqSkpL46aef6NChg17aNj7071kspdwJ7Hzp2MQ0vw/L5LqNgEESTZiVIahXrx6TJk2iZ8+etG/fnmHDhuHq6pr9hfkcKWXyVk0j26FjjMYpv3Lx4kV27NjB559/jr29/Su1kZiYyNGjR4mIiCAmJoYzZ86wfft2YmJiaNeuHX///TfvvfeeyTuU5XCNwCQwK0MAMGrUKGrUqMHBgwfx8fFh5cqVNGvWTGlZecqTOImNtcDGxrg+wNGxGqObrsqvdOvWjZo1a/LJJ5/QsWNHdu3apdN1d+7cYePGjfz999/s37+fEiVKUK5cOezt7fHw8GD37t1UrVo19cs/NDSUKlWq5OWtKI45hpgwO0MghKBVq1appU+fPnTu3JkFCxYoLS3PiIo2Pq9ieO5ZbHy68iuVK1dm+/bteHh4sHPnTtq0aZN6TkrJ9evXuXbtGmFhYYSFhXHw4EHOnj1Lx44d8fX15YMPPsDHxyfLPmJjY7PMo5zfkVI1BGZHkyZNCA0Nxdvbm/fee89k/QyM0asYknWpIwL9Ym1tzcqVK+nSpQsjR47EwcGBoKAg9u3bR2JiIlWqVMHFxQUXFxf8/f1p06YNtra2OrUdGRlJfHy8yUfwVaOPmiGFCxfmnXfe4eeff8bHx8ck5z+N0YdAo5E8fqKlaBHj0mUKNGrUiN27d7No0SK0Wi01a9ZkxIgRL0zxvAqzZ8/mvffeo1ixYnpUa3yoawRGhBBiGDCQZM+8pVLKuXnV18iRI+nUqRP169dn3bp1lCtXLq+6UoToWA32RjYFExObbAQsLEzP8BoDderU4aefftJrmzt27GDx4sV6bdMYMcepIaN8HBNCVCfZCPgANYF2Lzld6BUnJyeOHz9O586dady4MXfvZuX4l/8wVh8CY5yuUsmY8PBwrl+/zmuvZeVEm/+RCKTUvZgKxvpJrAackFLGSSmTgCNA57zs0NLSktGjR9OnTx969OhBUlJSXnZnUGJijC/Kp+pDkL84ePAgjRo1Mvn1AUhxKtOxmArG9e3wH38DbwohHIUQhYA2vBivI8+YMGECtra2fPvtt4boziDoMzuZvohSfQjyFT///DNdunRRWkbek7JrSB0RGAFSyhDgW2AfsBs4B7zwiC6EGPQ84p8++7awsGDChAls375dn80qipLZyTJDzUWQf7h06RKnT5/Gz89PaSmGwQyHBEb7SZRSLpNS1pFSvglEkhKIKc35H6WUr2UT+e+V8PT05OLFi0gT2T4QFaOhmJH5Eag+BPmH77//noEDB+q8zTS/Y44jAmPeNVRKSvlACFEOeAd4w1B9Ozo64uLiwoEDB0zC69gY/QhiVB+CfEFERASrV6/m/PnzSksxGCby/JcjjPmTuFEIcRHYBnwspYwyZOdTpkxh4MCB3Lx505Dd5gnR0cYXyiEq2vhiH6mkZ968eXTp0gVnZ2elpRiE59FH1RGBkSClbKRk/126dOHOnTs0bdqU9evXU6dOHSXl5ApjzE4WHavF2clo334qQExMDIsWLeLkyZNKSzEcEjChL3hdUT+JWTB06FCKFStG27ZtadGiBSNHjqRGjRr5zvvYWP0I7I1sukrlRRYuXEjr1q2pWLGi0lIMijo1pJKOPn368M8//+Dm5kbbtm0ZPnx4vltEjjZWPwIjW8BW+Y+IiAjmzp3L559/rrQUw2OGu4bUEYEOFClShClTpjBixAjatGnDhx9+yOLFi7G0NL4vsthHGkKvJHLlegJ37iWRlJQchnrhimiSkqBEcUsG9bbH0lLZUY0xbmlV+Y+JEyfSvXt3qlWrprQUA2Nac/+6ohqCHFCsWDH27t1Lp06daNy4MUuXLjWK2Ox/XXzGhm2POXA0jr9Dn1Glog0Vy1vj4mRFQoKkgA3EPpJYWwl+3fSI30885Zf5ZRTNTxAdozE6JzeVZM6dO8eGDRsICQlRWooymNCTvq6ohiCHFC5cmD179rBw4UIaNGjAiBEjGDt2LBYWhn26ffjwIauXRvG/9Y8Ij9TQo3MRpo5z5I26ttja/qfl8rUEdh2M45svSgAQH+9Aj8H36dz/Llt/KYuVlTLGQPUsNk6klAwdOpQvv/yS4sWLKy3H8JhpPgL1k/gKWFpaMnToUE6fPs2uXbvo0qULjx8/znE7UkoiIyO5desWN27cQKvVZnvNpUuX6NKlCx4eHpw694xvJ5bgWpA708eXoHGDQi8YAUjvQ2Bra8GGn5yIfaTlt20516wPklNnGt8CtgqsWbOGmJgYBg4cqLQU5ZBC92IiqCOCXODm5sb+/fv56KOPaNSoEQEBAVnmQI6Li2PdunUcPHiQy5cv888//6DRaLC3t0dKSXx8PM2bN8fJyYlixYrRvn17atasCcDp06dZs2YN//vf//j8889ZsWIFheOyd6qOitZQrNiLX7hWVoIxnzgweUYkPToVNvguqKdPJUKQzmipKMvly5cZPnw4u3btMsr1L4NhhlND6icxlxQoUIBly5bRs2dPatWqxWeffcadO3deqHP27Fk+/fRTypUrx8aNG2nSpAnfffcd//zzD9HR0dy6dYvbt28THBxM06ZNcXJyIjo6mi5dulCxYkXc3d3p2bMnNjY2nD17lhEjRlC0aFGd9EXFaDN03GrT1A5LS5i1KGM/vcREyY79T2jT8w79ht7P+R8mC9TRgPHx9OlTunbtypQpU0w+1HS26HnXkBCilRDikhDiihBibAbnBwshzgshzgoh/hBCeKY5Ny7luktCiJa5vbXMUEcEekAIwWeffUb37t2ZO3cuNWrUoEmTJjg6OnLixAliYmLo06cPQUFBlC9fPtN2XF1def/991Nfz5o1i/Pnz2NhYYGXl9crPblHZ+JDYGEh2LjciQbtw7CxFlSrbENCouS7xdHcuZ9EdIyWyhWt8fYswJJfYvDrXISWje1y3H9GqLkIjA9/f3+8vLwYPHiw0lKURc8OZUIIS2Ah0BwIA4KEEAFSyotpqq2RUi5Jqd8B+A5olWIQegBeQFlgvxCispRSozeBKaiGQI+4ubkxZ84cJkyYQEBAAE+ePMHPz48333zzlRaThRB4e3vnSlOyD0HGw3yXstZs/aUsk2dFsOPAEzRJ0KtrERrUK0ihgoJyLsmx51s3LcTwCQ/561AhrK1z/yFRfQiMiwULFhAYGMiff/6Z75wl8wI9uwn5AFeklNcAhBBrgY5AqiGQUsamqW/Hf2ONjsBaKeUz4LoQ4kpKe4F6VYhqCPKE4sWL069fP6VlANlPw9SqXoAtP5fNso22zexY8WssbnWvM318Cfp0121aKjOijNDBzVzZtm0b33zzDceOHaNw4cJKyzEO9GsInIHbaV6HAb4vVxJCfAyMAGyAJmmuPfHStXkS9En9NJo4UdEa7HP5pSuEYOPysmxfVZZRkx9y517usrdFZ7JuoWJYgoODGTBgAJs3b85yytLsyNmuoRLP86KklEEvtZbRECudqZFSLpRSVgTGAONzcq0+UA2BiZM8ItDPl24db1sG9bZn4oyI3GmK0eJQTH3rKcnt27fp0KEDS5Yswdc33QOqWSOk7gUIf54XJaX8+FJzYbyYXdEFyCop+lqg0yte+8qon0YTJypav6EcPKvYEPsoe3+HrIhWF4sV5dKlSzRr1ozhw4ebR/rJnJCTHUO6PZsHAR5CiPJCCBuSF38D0lYQQnikedmW/5JwBQA9hBAFhBDlAQ/gz1e6r2xQ1whMnJhYjV4XZv+6mEAtrwK5aiMqRg1BrRQ7d+6kX79+TJs2jQ8++EBpOUaIfh3FpJRJQgh/YA9gCSyXUl4QQkwBTkkpAwB/IUQzIBGIAvqmXHtBCLGe5IXlJJLzsuh9xxCohsDkidJzcLcTp54ydmjuQg9Ex2rxrKKOCAyJRqNh+vTpLFq0iC1btlC/fn2lJRkvep6Fl1LuBHa+dGximt+HZXHt18DXuvQjhBgmpZyX3bGMUD+NJo4+5+PDIzScu5jA2/UL5qqdqGg14JwhCQkJoWHDhuzfv58///xTNQLZkX/DUPfN4Fg/XS5UDYEJkxzTR38pIXceeEKThgVzHRoiJlYNOGcIkpKS+Pbbb2nUqBG9e/fmwIEDZpNyMlfkM0MghPATQmwDygshAtKUw4BOOzt0mhoSQnwrpRyT3TEV4+JJnMTGWugt3PTBP+Komcv1AUj2I1BDTOQtly5dok+fPhQuXDhbj3aVNOTPVJXHgXtACWB2muOPgL90aUDXT2PzDI611vFaFYWIitav41aThoU49MfTXLcTHWN8OZRNiZ07d9KoUSP69u3L/v37VSOQQ3K4fVRxpJQ3pZSHgWbAUSnlEZINgwsZ+yKkI8sRgRDiI2AIUEEIkdayFAGOvYpoFcOhTx8CgH+uJtDAxzbX7RhjDmVTQErJzJkzmTdvnrognBuM5Av+FfgdaCSEcAAOAKeAd4Fe2V2Y3dTQGmAX8A2QNmreIyll5KtpVTEU+vYh2HMojlmTS+SqDY1G8viJlqJFVEOgb0aPHs2BAwc4efIkLi4uSstRMTxCShknhHgfWCClnCGEOKPLhVkaAillDBAD+AEIIUoBtkBhIURhKeWtXApXyUOiYzUU05MPwbWbiYTdS6KBT+52DMXEJhsBC4t8Nw9r1MyePZudO3dy9OhR88wspkeMZcrnFRBCiDdIHgE8D2Os0zqwrovF7UkOjVoWeAC4ASEkh0dVUYiWZWtmef6uvEEk1tnW04Wr8gLWuNG2XK1ctRMnHxPP/Ww1XV5WOVf95Av0FNlh1apVzJ8/nz/++EM1Avog/y0WP2cYMA7YnOKMVgE4pMuFujqUTQVeB/ZLKWsLIRqTMkpQMV6SSMQam1y3Ey/jCOMq9VKDIiqvSSWZvXv3MnLkSA4dOpRldjwVHTGibaE5ISXvQXspZYfnx1JCXw/V5XpdJ2oTpZQRgIUQwkJKeQjI3aOhSp6TSAJWWOe6nTgeUYgiFBK5D1OcpCdNKsl+AoMGDWLNmjV4enpmf4GKbuQzPwKAlNATdV/1el1HBNFCiMIkr0qvFkI8IDn2hYoRk0QithTKdTtFKU48T4iRkdiL3E09JJKIlToi0AsrV67E2dmZpk2bKi3FpMjHawRnhBABwG/Ak+cHpZSbsrtQV0PQEYgHPiV5IcIemJJznSqGRF/TMFbCmoqyBpc4Qz3ZJFdZrJI1qSOC3PDo0SO++eYbli1bxp49e5SWY3rkX0NQnGRP4rRzuBLQjyGQUj5J8/KXHElTUQx9TQ0BOFGOO1zlLjdw5tUdlPSpyRw5d+4crVu3pnnz5gQHB6shI/KCfGoIpJT9X/Xa7BzKHpHxn0Uk9ytzl7NQJU/R58KsEIJqsi6nOUJR6UARUewVNSWoU0OvyNGjRxkxYgSTJ09m0KCXE2Gp6ANj8hjWFSHE6BSfgQVknP0s2wXj7PwIiuRCn4rCJJGo16fvwsKeKrI25ziOj2yKjch53KEkErEjd74I5sixY8fo2rUrAwcOVPMI5DX5b/voGGAGcJXkfAY5Rs1HYMIkkqD3rZplhCuPZBTnOE5t2RArkTNDoy4WvxonT56ke/fuTJ06VWkppk8+GxEA/woh3ID+QONXaUD18zdh9D0ieE4lalAYe85wlCSZmENNCepicQ5JSEjg119/pUGDBkpLMQuEVvdiJCwGdgNVSY4v9LycTvmZLaohMFG0UosWDZZ5MOgTQlCV2hTBgWB+J1Em6HxtYh4ZJ1Pmyy+/xNnZme7duystxfTJQeRRY1lLkFIukFJWIzkNZoU0pbyUsoIubaiGwER5PhrIzVbPrBBCUIVaFKMEZ/gDjY6pVFXP4pwhpWT16tVMnToVCwv142oQ8qFDGYCU8qNXvVZ9Z5kohvDgFULggTe2FOQfzhmNLlNi586dSCnx8lLDehmMfGoIcoNqCEwUQy3KCiHw5DWieMhdeSPLulJKdbE4BwQEBPD+++/zv//9L89GdirpyW9TQ/pANQQmiiEXZa2ENd68zmX+4omMzbSeFg0CsBRqdjJdmDFjBj/++CNvvfWW0lJUTBzVEJgoebVjKDMKC3tcqEgY17LRpI4GdOHy5ctcuXKF1q3VjLAGR89TQ0KIVkKIS0KIK0KIsRmcHyGEuCiE+EsIcSBlK+jzcxohxNmUEpDbW8sM1RCYKIkKLMo64ca/3EYrM95Xp4aX0Kf7mE0AAB5iSURBVJ1ffvmFXr16YW2t/r0Mip53DaWEh15Ico53T8BPCPFyqNgzwGtSSm9gA8nOYc95KqWslVI6kEeohsBEUWJRtpAoTEEK85C7mWhSA87pyubNm+nRo4fSMswT/Y4IfIArUsprUsoEYC3JQTz/607KQ1LKuJSXJ0hOOm9QVENgoii1KFsYe56Q8TpBohpnSGcKFiyIlCa0GpmfyJkhKCGEOJWmvBwEyhm4neZ1WMqxzHif5Dzxz7FNafeEEKLTq99U1qiGwERRyoO3JE7c4TrP5NMMNKkjAl1p2LAhAwYMYO/evUpLMSsEOZ4aCpdSvpam/JhBky+ToYUXQrwHvAbMTHO4nJTyNaAnMFcIUTHXN5kBqiEwUZRamC0hnHCmPBcISndO3TqqO3PmzGHq1Kn07duXo0ePKi3HvNDv1FAYkDaHqAuknzsVQjQDvgA6SCmfpUqR8m7Kz2vAYaB2Du9GJ1RDYKIouTDrTlViiUo3KlCdyXRHCEHHjh1xcnIiPj5eaTnmg/5DTAQBHkKI8kIIG6AH8MLuHyFEbeAHko3AgzTHHYRIDvErhCgBNAAu6udGX0Q1BCaKktMwFsICR8rwkHsZaFJHBLpy+PBhnj59qqaiNDR6HBFIKZMAf2APEAKsl1JeEEJMEUI83wU0EygM/PbSNtFqwCkhxDngEDBdSpknhsDowlALIWoCS0j+w9wAekmZhZeSSoYoPQ1TkrLc4yYu/BfzKpFE7FBzGenKxYsXadiwoRpjyNDoeY1eSrkT2PnSsYlpfm+WyXXHgRr6VZMxxvgO+wkYK6WsAWwGPlNYT75E6XDPJShDNOEvhKlOyoP8CKZMoUKF1GkhBVBDTBgHVYDfU37fB3RRUEu+REqpuBevlbCmMPZE8TD1mKG9nfM7Dx8+pECBnGeBU8klevYszg8YoyH4G3g+d9aNF1fcVXRAgwaBBRZCuX9vuLxHPHHY45h6TPUszhm9e/dm8+bNXL9+XWkp5kNOjIBqCHKHEGK/EOLvDEpHYADwsRDiNFAEyDDriRBi0HMnDkNqzw8oPS0EcI9blKfqC3mN1cXinOHk5MQnn3zCV199pbQUs8Icp4YUWSzObHEkDS0AhBCVgbaZtPEj8GNKPRP6l+QepaeFABwoQQQPcOE//xd1RJBz/P398fDwYObMmTg6OmZ/gUruMcNvE6ObGhJClEr5aQGMJ3kHkUoOMIYv3DKUI5qHxKeEUJFSoiFJcV35jRIlStChQweWL1+utBSzwRxHBEZnCEiOzvcPEEqyB94KhfXkO4xhCsZKWFOGctzmaqqmvEydacoMHTqUGTNmsGrVKqWlmAfqGoHySCnnSSkrp5SxUo28lWOMYUQAUA4P7nKdRzLaaDTlR+rWrcvu3bsZNmwYN27c+H97dx5fVXUufPz3BAJEwNsAASyDjL4gaBiUqZhEijFSkaEgSBgcar0WBxSVer2KcutbqhXBvvARq5YKMYggQxUZbwkiSUWQGwSlBrTMUWQmhAznuX/khPcAIZyTc072GZ7v57M/nOy919nPTvQ8Z62111pOhxPZrLPYRIpQqBEAxEld2nEdO/kiZGIKV927d2fIkCEsWxa0tUkM7knnfNgihSWCCBRK374b0JgzFNg8QwFQt25dXK6KF/0xARSFNYKQm2LC+K+EYupwhdNhABBDDIrL8SkvIkFBQQFXXBEaf9dIFkmdwN6yRBCBQqkZpoBTxFHX1iIIgMLCQhtpXB2iMBFY01AECqWmoR/Jpx7/FlIxhaurrrqKAwcqXgY0kEpLSxk4cCAvvPBC0K8VchTE5f0WKSwRRKBQmdPnqP7AAb6lNdeGxCC3cNeuXTvy8vKCfp0ZM2Zw5MgR3n77bT788MOgXy/kRGEfgSWCCBQKTUOn9STbyKETN1JH4kJi2otw17JlS/bs2RP06+Tk5PDII48wd+5cHnjgAY4fPx70a4YSG1BmIoLTzTDFWsRWNtCO62goTd0xWY3AX3FxcZw9e/byJ/pBVTlw4AB169YlKSmJ5ORk/vKXKBvTaTUCEwmcrhHsZgcNaMxPpZVHTFYj8Fft2rUpKqpwDsaAmTFjBgUFBedWRbv//vuZM2dOUK8ZaqKxRmBPDUUYl7pwUUoNh/60xVrEAb7jZ9x23v5Q6bcIZ7Vq1QpajeCRRx5hw4YNHDhwgJycHOLi4gBITk7mX//6Fz/88AMJCQlBuXZIibBv+t6yGkGEcXpOn+/ZTwOanDf9NJQ1DTndbxHuglkjaNmyJfXq1WPdunW0atXq3P6YmBjatWvH7t27g3LdkGRNQybcOT2C9xB7uIqWF+13Oq5I0LRpU/bv38/p06cD+r4ul4vFixczZswYOnTocNHxNm3aRE0iEKKzacgSQYRxslNWVTnBUeJJuGi/dRb7r2HDhiQmJrJmzZqAveeJEydIT08nJiaG++67r8Jz2rZty86dOwN2zZBnNQIT7gQo4ASf6zpyNZuvdQu7dDt7NY983csR/Z5TepwiLSTQE7ue5iQ1qUmsnP+B78KFADWkRkCvF21OnTrFtm3b6NatW0Deb+vWrXTv3p0rr7ySVatWERNT8cfBkCFD+POf/xzwmkioElWvN6/eTyRNRHaKSJ6I/LaC44+LyA4RyRWRtSJytcexcSLyjXsbF8DbPI91FkeYK6UBPbQ/ZzlDMUUUUUgRZznNSY7yA0WcPbe/hGJqaiy1qE0stc/7t6LXsdSqdB3kg3xH00s2C1ltwF9z584lJSWFFi38X8b7008/ZfDgwcyYMYNRo0Zd8rxVq1aRkJBAixYt2LBhA7feeqvf1w5pAf6mLyI1gJnALcA+YJOILFPVHR6nfQHcoKoFIvIg8BIwQkQaAJOBG9xRbXaXPRq4CMtYIohAdaU+dal/2fPKmmz+f7K4MHEUXSJxVJQsYqnFfr6lPYmc0uPnJY5ie2LIb6dPn+bFF19k0aJFVX6Ps2fP8sEHH7B3715efvll5s2bV+kH+8mTJxk5ciRXXXUV+fn5dO7cucrXDicBbvvvAeSp6m4AEZkPDALOJQJV/bvH+TnAaPfrW4HVqnrEXXY1kAZkBjRCLBFENRE594HujcoSx3F+RFEO8h17+Od5iaMGNYmjbpDvJrJNnTqVpKQkevbs6XUZVWXPnj0cPHiQZcuW8de//pVOnTrRsWNHFi5cSHJycqXlY2NjKSoqom7duvTq1YtmzZr5exvhIbCJoBmw1+PnfUBlf8T7gI8rKRuUP4IlAuO1yhJHvu7DhYtE6XNun2fiqEWd6gw1osycOZO5c+eyYcMGn8p99NFHjBo1ivbt29OvXz9WrFjBdddd53X5OnXq0LNnT+677z4GDRrka9hhy8caQSMR+dzj5zdU9Q3Pt6ugTIVXEJHRlDUDlWdor8v6yxKBCYgCTnIF9c7b52uNw5zv8OHDvPrqq2RmZrJu3TqaN2/uU/mNGzcyceJEJk+eXOUYEhISKCkpoW7dKKrR+fZRe1hVb6jk+D7As1OnOWVrsZ9HRPoDzwDJqnrWo2zKBWXX+RSdl+ypIRMQNahJKaVOhxERNm3axLhx42jXrh379+9n/fr15w3y8sbZs2dZuHAhKSkpVY4jKyuLNWvW0Ldv3yq/R9jxYQyBlzWHTUB7EWktIrWAkcB5642KSFdgNnCHqn7vcWglkCoi8SISD6S69wWcJQITEFdQnwJOOh1G2CoqKiIzM5PevXszfPhwOnXqRF5eHnPmzPG5JgDwhz/8gU6dOl22H6AyU6dO5Y9//CNt2rSp8nuEpQCOI1DVEuAhyj7AvwIWqOp2EZkiIne4T3sZqAe8LyJbRWSZu+wR4L8oSyabgCnlHceBZk1DJiBqU4ezFDodRljKzc1l4MCBtG3blkmTJjFw4EBq1PBvzMX69euZOHGiX+9x+PBhOnbs6Nd7hJvykcWBpKrLgeUX7HvO43X/Ssq+Dbwd2IguZonABEQtalPMWVTVsXmOwtFnn33GwIEDee211xgxYkTA3rdx48YcOeLfl8f8/HwaNmwYoIjCSIAHWoYDSwRhbLXrfadDOKe0tJTExEQG/3sKDz30kNPhhIWsrCyGDx/O22+/ze233x7Q927cuDGHDh2qcvkdO3bgcrmir1mIyJpDyFvWR2ACokaNGixbtozf/e53rFq1yulwQlpxcTFvvfUWw4YNY/78+QFPAgBdunQhOzu7yuUXLFjA8OHDLzntRMTypX8gghJGlP2VTTC1adOGBQsWMHr06OiapMwHR48epXfv3mRkZLBixQr69esXlOsMGDCA1atXU1BQ4HNZVWXBggXceeedQYgs9Nni9cb4KSkpiQkTJjB16lSnQwk5x44dIzU1laSkJNauXUv37t2Ddq3GjRtz880389Zbb/lcdtu2bZw+fZpevXoFIbIwYDUCY/x39913s3TpUgoL7SmictnZ2aSkpNC7d29eeeWVaulQv+eee1i6dKnP5ebNm8eoUaOittPf1iMwJgB++tOf0qNHD9577z2nQwkJ+fn5pKWl8dhjjzFjxoxq+4D9/vvvadny4tlgK+NyuXj33XcZPXr05U+ORErZU0PebhHCEoEJigkTJjB9+vSAr3kQjnbt2kXHjh0ZN25ctSUBVeX999/nxhtv9KlcVlYWCQkJdOrUKUiRhT6rERgTIKmpqRQWFrJ+/XqnQ3Hc4cOHiY2t3mm4MzMzyc/P51e/+pVP5TIyMkhPTw9SVGHC+giMCYyYmBgeffRRXnrpJadDcVxqaiqHDh3iww8/rLZrPvHEE8yePdunBFRSUsLSpUsZPnx4ECMLbbZmsTEBdvfdd5OXl1elDstIUqdOHV5//XXGjx/PmTNngnqt48ePM2XKFI4dO8YNN1Q2KebFsrKyaNWqFVdfffXlT45UqojL+y1SWCIwQVP+Afjwww9z8mR0T0j385//nPbt27N8+fLLn+yH6dOn88knn7Bx40Zq1vRt4oCFCxcybNiwIEUWRqxpyJjAuvnmm0lLSyM9PZ3i4mKnw3HUnXfe6ddSk95Yt24djz/+OF26dPGpXGlpKYsXL+aXv/xlkCILH9Y0ZEwQzJw5k5KSEl588UWnQ3FU586dyczMZOPGjUG7xrZt2+jatavP5T799FOaNGlCu3btghBVGFHApd5vEcISgQm62NhYnnrqKVauDMqaGmGjV69edO7cmVOnTgXtGk2bNiU/P9/nckuWLGHo0KFBiCgMWdOQMcHRpUsXvvzyS6fDcFRMTAzx8fHUrh28pTvbtm3L9u3bfS63cuVKBgwYEISIwo81DRkTJHXq1KGoqMjpMBz3448/Uq9evcufWEUjR47kjTfeuPyJHvbu3Ut+fj7dunULUlRhxkYWGxMcNWvWpKSkxOkwHJWXl8f+/ftJTEwM2jWGDRvGrl272LJli9dlVq9eTf/+/f1eFS1SWI3AmCCpUaMGLpeL0tLoXeA+ISGB+Ph4li1bdvmTqyg2NpYhQ4aQlZXldZmPP/6Y1NTUoMUUVnzpH7BEYIxvRIQWLVqwe/dup0NxzLFjxzh58mSVnurxRUJCAj/++KNX5x45coTVq1czePDgoMYULspGFqvXW6SwRGCqTa9evcjJyXE6jGpXWFjI3Llz6dOnD88++yytW7cO6vUaNWrk9TKVGRkZ/OIXv6BBgwZBjSmsuHzYIoQlAlNtevXqxT/+8Q+nw6g2e/fu5amnnqJly5ZkZGQwd+5cHn300aBfNy0tjcWLF3P48OFKzystLeXNN9/0eWK6SBfoGoGIpInIThHJE5HfVnA8SUS2iEiJiAy74FipiGx1b0FrU7REYKpNtNQINm/ezKhRo0hMTKSkpITs7OygLkt5odatWzN27Fj69u3Lm2++ed4CQS6Xi2XLlpGenk6TJk1ISEggOTm5WuIKCwHuIxCRGsBM4DbgWuAuEbn2gtP2AHcD71bwFmdUtYt7u8P3G/KOJQJTbbp27cpXX30V1AFVTjp9+jQjRoxg8ODBdOvWjW+//ZZp06bRtm3bao9l2rRpzJo1i8WLF9OqVSteeOEF5s2bR2JiIlOmTCE5OZmtW7eyZs2a6FugvlI+PDrqXY2gB5CnqrtVtQiYDww674qq36lqLg42Nvk2K5UxfoiLiyMpKYm//e1v3HXXXU6HE3BDhw6lSZMm5OXlBXXQmDdEhH79+tGvXz927NjB9OnT2bBhAy+99BJpaWlRuwylNwL8WGgzYK/Hz/uAnj6UryMinwMlwFRVXRLI4Mo5kghE5GVgIFAE7ALuUdVjIpIOPOlx6vVAN1Xd6kCYJghGjhzJe++9F5GJ4MSJEwwePJhatWo5Hcp5rr32Wp8HmUU1354GauT+oC73hqp6/rIryri+XKClqh4QkTbAf4vINlXd5UuA3nCqTrga6Kyq1wP/BJ4GUNWM8vYwYAzwnSWByDJgwADWrVuHyxVBj1y4Pfvsszz00EOX7aQ1IUxBXN5vwGFVvcFjuzDj7gNaePzcHDjgdTiqB9z/7gbWAUF59tiRRKCqq1S1fJhpDmW/nAvdBWRWX1SmOiQkJNC4cWN27NjhdCgB16NHD+rVq0ejRo2cDsX4I7B9BJuA9iLSWkRqASMBr57+EZF4Eantft0I+BkQlP9xQqGX6F7g4wr2j8ASQUTq3bs3n3zyidNhBNzy5ctJSUmx9vdwF8CnhtxfeB8CVgJfAQtUdbuITBGROwBE5EYR2QcMB2aLSPmsgR2Bz0Xkf4C/U9ZHEJREELQ+AhFZAzSt4NAzqrrUfc4zlHWCZFxQtidQoKqXnK5SRH4N/DpwEZvqMnLkSB5//HHuv/9+n1fRCmXz589n7NixTodh/BToEcOquhxYfsG+5zxeb6KCVhFV3QhcF9BgLiFoNQJV7a+qnSvYypPAOOB2IF31ot/8SC5TG1DVN8rb5YJzByZY0tLSaNKkCXPmzHE6lIBRVbKyskhLS3M6FOOvKJx91KmnhtKASUCyqhZccCyGsipSkhOxmeATEV555RVuu+02OnToQN++fZ0OyW8HDx6kXr16/OQnP3E6FOMPJaKmjvCWU30E/w+oD6x2D51+3eNYErDP3UtuIlT37t3JyMhg6NChZGdnOx2O37744guuueYap8MwfhK8n14ikiadc6RGoKqXXBhVVdcBvaovGuOUW265hXfeeYdBgwaRm5tL06YVdSmFvsLCQp577jkmTpzodCgmECLoA95bofDUkIliaWlpjBkzhueff97pUKrk66+/pmfPnnTo0CEiB8lFpSjsI7BEYBz3zDPPsGjRorAbWzB//nxuuukmfvOb3zBv3jx7bDQSlPcR2DTUxlSvBg0a8PTTTzNp0iSnQ/HaihUreOyxx1i7di0PPPCAJYEIEo19BJYITEgYP34827dvZ+3atU6Hcln79+9n7NixvP/++1x//fVOh2MCSsHl8n6LEJYITEioXbs206ZN4+GHH6a4uNjpcCo1efJk7r333oh47NVcQLE+AmOcNGjQIFq0aMFrr73mdCiX9NFHH7FixYqwasYyPorCPoLIGd9vwp6I8Kc//Yk+ffowcODAkHsu/5tvvuGee+5hyZIlxMfHOx2OCZJIavv3ltUITEi55ppreP755xkzZkxINRF9++23DBgwgBdeeIE+ffo4HY4JJmsaMsZ548ePJz4+nt///vdOhwJAbm4uffv2ZcKECTz44INOh2OCSQGXer9FCEsEJuSICM8//zxLly51OhQ++eQT+vfvz6uvvsr48eOdDscEXcDXLA4L1kdgQlL9+vU5c+aMozEsWrSIBx98kHfffZf+/fs7GoupRhH0Ae8tSwQm5BQVFTFlyhQaNmzoyPVVlalTpzJr1ixWrlxJ165BWR3QhCpLBMY4r3xu/yVLllT7tXft2sUjjzzCwYMHycnJoVmzZtUeg3FQeR9BlLE+AhNyateuzcSJE5k+fXq1XXPnzp08+eST9OzZk+TkZEsCUUtBXd5vEcJqBCYkDRkyhFmzZgXt/U+cOEFWVhZ5eXnMnz+fPXv2kJ6ezhdffEGLFi2Cdl0TBqxpyJjQcfToUc6cOUNcXNxlz1VVNm3aRGZmJjVr1uTUqVNs2bKFuLg4rr/+eq677jqKi4uZP38+jRo14tChQ7hcLrp06cLkyZNJTU2NqPWTTRVFadOQ/ZdvQtLVV1/N8ePHadiwIfn5+dSvX/+ic44fP05ubi7Z2dm88847nDlzhrFjx1KnTh2aN29Oeno6hYWF5ObmsnHjRoqKinjyySc5ceIEW7du5bnnnqvwfU2UsxqBMaEhNjaWI0eOMGnSJDp06ECfPn2YPXs2DRo0IDc3l4cffpjNmzfTuXNnunXrxsyZM7npppuIibm426uiRz/T09Or4zZMOIrCRGCdxSZkxcfHM3v2bNasWUPLli3p2rUrKSkp9O/fn/T0dI4fP05OTg6zZs0iOTm5wiRgjG8CP6BMRNJEZKeI5InIbys4niQiW0SkRESGXXBsnIh8497GBegmL45RIyD7iYhGwn2YymVnZ1NQUECXLl0cG2NgqpeIoKrVturPv8U21j6Nhnt9/opDszar6g2XOi4iNYB/ArcA+4BNwF2qusPjnFbAlcATwDJVXeje3wD4HLiBst6LzUB3VT3q211dnjUNmbDRu3dvp0Mw0SCwXyp7AHmquhtAROYDg4BziUBVv3Mfu/B51FuB1ap6xH18NZAGZAYyQLCmIWOMOZ9vTUONRORzj+3XF7xbM2Cvx8/73Pu84U9Zn1iNwBhjzvF5VtHDlTUNARU1a3l7AX/K+sRqBMYYU05B1eX15oV9gOcIxebAAS+j8aesTywRGGOMp8CuR7AJaC8irUWkFjASWOZlJCuBVBGJF5F4INW9L+AsERhjjKcAPj6qqiXAQ5R9gH8FLFDV7SIyRUTuABCRG0VkHzAcmC0i291ljwD/RVky2QRMKe84DjR7fNQYE7Kq/fHRGo20d707vD5/5Ym/VPr4aLiwzmJjjPEUhV8qLREYY4wHdUXO9NLeskRgjDHnRNZaxN6yRGCMMeUUKC11OopqZ4nAGGPcFFBbj8AYY6KYakQtQektSwTGGOPBagTGGBPtorBGEDEDypyOwRgTFP9S1VbVdTERWQE08qHIYVVNC1Y81SUiEkGoEJHPI2GU4aVE8v1F8r1B5N+f8Y/NNWSMMVHOEoExxkQ5SwSB9YbTAQRZJN9fJN8bRP79GT9YH4ExxkQ5qxEYY0yUs0QQYCKSKCLZIrJNRP4mIlc6HZO/RORREflSRLaLyASn4/GXiLQQkb+LyFfue3rUvf89Ednq3r4Tka1Ox1pVIlJDRL4QkQ/dP88RkW897q+L0zGa0GEDygLvTeAJVc0SkXuBJ4FnHY6pykSkM3A/0AMoAlaIyEeq+o2zkfmlBJioqltEpD6wWURWq+qI8hNE5BXguGMR+u9RylbE8vwi8qSqLnQoHhPCrEYQeP8HWO9+vRr4pYOxBEJHIEdVC9zL7mUBQxyOyS+qelBVt7hfn6TsA7NZ+XEREeBOINOZCP0jIs2BX1D2pcSYy7JEEHhfAuVr3Q0HWjgYSyB8CSSJSEMRuQIYQPjf0zki0groCvzDY/dNQH4Y13qmA08BF86V8KKI5IrIqyJS24G4TIiyRFAFIrLG3WZ+4TYIuBcYLyKbgfqUNaeELVX9CvgDZbWbFcD/UNa0EvZEpB6wCJigqic8Dt1F+NYGbge+V9XNFxx6GugA3Ag0ACZVd2wmdNnjo0EkItcA81S1h9OxBIqI/F9gn6rOcjoWf4hILPAhsFJVp3nsrwnsB7qr6j6n4qsqEfk9MIayZF2Hsj6CD1R1tMc5KZT1Y93uSJAm5FiNIMBEpLH73xjgP4HXnY3Ifx731BIYSph+Wy7n7gN4C/jKMwm49Qe+DsckAKCqT6tqc/dEbSOB/1bV0SJyFZy798GUNfkZA9hTQ8Fwl4iMd7/+APiLk8EEyCIRaQgUA+NV9ajTAfnpZ5R9a97m8Yjof6jqcso+PMM60V1ChogkAAJsBf7d4XhMCLGmIWOMiXLWNGSMMVHOEoExxkQ5SwTGGBPlLBEYY0yUs0RgjDFRzhKBCUkicsrpGIyJFpYIjDEmylkiMCFNyrzsnstpm4iMcO9PEZF1IrJQRL4WkQz3qFljjI9sZLEJdUOBLkAi0AjYJCLl03x3BToBB4BPKRsxvMGJII0JZ1YjMKGuL5CpqqWqmk/Zegg3uo99pqr7VNVF2bQJrRyK0ZiwZonAhLrKmnvOerwuxWq4xlSJJQIT6tYDI9xr8CYAScBnDsdkTESxb1Am1C0GelO2II4CT6nqIRHp4GxYxkQOm33UGGOinDUNGWNMlLNEYIwxUc4SgTHGRDlLBMYYE+UsERhjTJSzRGCMMVHOEoExxkQ5SwTGGBPl/heW4d4fGeKp7wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x37bd870>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test with the polygon crossing lon boundary, but not including any vertices and centers\n",
    "poly = ((4, 16), (16, 15), (14, -16), (2, -15))\n",
    "ax = ops.plot_map(ds4, var='first', region=africa)\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(ds.lon.sel(lon=slice(-20, 60)))\n",
    "plt.yticks(ds.lat.sel(lat=slice(-40, 40)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (lat: 1, lon: 1, time: 2)\n",
      "Coordinates:\n",
      "  * lat      (lat) float64 9.0\n",
      "  * lon      (lon) float64 9.0\n",
      "  * time     (time) int32 1 2\n",
      "Data variables:\n",
      "    first    (time, lat, lon) float64 0.4853 0.6179\n",
      "    second   (time, lat, lon) float64 0.5823 0.2055\n",
      "Attributes:\n",
      "    geospatial_lon_resolution:  0.0\n",
      "    geospatial_lon_min:         9.0\n",
      "    geospatial_lon_max:         9.0\n",
      "    geospatial_lat_resolution:  0.0\n",
      "    geospatial_lat_min:         9.0\n",
      "    geospatial_lat_max:         9.0\n",
      "    geospatial_bounds:          POLYGON((9.0 9.0, 9.0 9.0, 9.0 9.0, 9.0 9.0, ...\n",
      "    history:                    \\nModified with Cate v2.0.0.dev4 cate.ops.sub...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\janis\\Miniconda3\\envs\\cate-env\\lib\\site-packages\\xarray\\core\\dtypes.py:23: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  if np.issubdtype(dtype, float):\n"
     ]
    }
   ],
   "source": [
    "ds5 = ops.subset_spatial(ds4, region=poly)\n",
    "print(ds5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly = ((2,-16),(4,-2),(16, -4),(14, -14))\n",
    "ds5 = subset_spatial_impl(ds5, region=poly, mask=True)\n",
    "print(ds5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "        dataset = xr.Dataset({\n",
    "            'first': (['lat', 'lon', 'time'], np.random.random([6, 12, 3])),\n",
    "            'second': (['lat', 'lon', 'time'], np.random.random([6, 12, 3])),\n",
    "            'lat': np.linspace(-75, 75, 6),\n",
    "            'lon': np.linspace(-165, 165, 12),\n",
    "            'time': [1,2,3]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax = ops.plot_map(dataset, var='first')\n",
    "poly = ((32,2),(34,28),(58,29),(54,4))\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(dataset.lon.values)\n",
    "plt.yticks(dataset.lat.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax = ops.plot_map(dataset, var='first')\n",
    "poly = ((25,2),(27,40),(58,38),(54,4))\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(dataset.lon.values)\n",
    "plt.yticks(dataset.lat.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax = ops.plot_map(dataset, var='first')\n",
    "poly = ((25, 2), (27, 47), (12, 52), (10, 4))\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(dataset.lon.values)\n",
    "plt.yticks(dataset.lat.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax = ops.plot_map(dataset, var='first')\n",
    "poly = ((32, 32), (34, 58), (56, 56), (58, 33))\n",
    "ax.add_patch(patches.Polygon(poly, fill=False))\n",
    "plt.xticks(dataset.lon.values)\n",
    "plt.yticks(dataset.lat.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
